"""Database connection and migration runner for NegBioDB Clinical Trial domain. Reuses the Common Layer from negbiodb.db (get_connection, connect, run_migrations) with CT-specific defaults. """ from pathlib import Path # Reuse Common Layer infrastructure from negbiodb.db import get_connection, connect, get_applied_versions # noqa: F401 _PROJECT_ROOT = Path(__file__).resolve().parent.parent.parent DEFAULT_CT_DB_PATH = _PROJECT_ROOT / "data" / "negbiodb_ct.db" DEFAULT_CT_MIGRATIONS_DIR = _PROJECT_ROOT / "migrations_ct" def run_ct_migrations( db_path: str | Path | None = None, migrations_dir: str | Path | None = None, ) -> list[str]: """Apply pending CT-domain migrations to the database. Mirrors negbiodb.db.run_migrations but uses CT-specific defaults. """ import glob import os if db_path is None: db_path = DEFAULT_CT_DB_PATH if migrations_dir is None: migrations_dir = DEFAULT_CT_MIGRATIONS_DIR db_path = Path(db_path) migrations_dir = Path(migrations_dir) db_path.parent.mkdir(parents=True, exist_ok=True) conn = get_connection(db_path) try: applied = get_applied_versions(conn) migration_files = sorted(glob.glob(str(migrations_dir / "*.sql"))) newly_applied = [] for mf in migration_files: version = os.path.basename(mf).split("_")[0] if version not in applied: with open(mf) as f: sql = f.read() conn.executescript(sql) newly_applied.append(version) return newly_applied finally: conn.close() def create_ct_database( db_path: str | Path | None = None, migrations_dir: str | Path | None = None, ) -> Path: """Create a new CT database by running all CT migrations.""" if db_path is None: db_path = DEFAULT_CT_DB_PATH db_path = Path(db_path) applied = run_ct_migrations(db_path, migrations_dir) if applied: print(f"Applied {len(applied)} CT migration(s): {', '.join(applied)}") else: print("CT database is up to date (no pending migrations).") return db_path def refresh_all_ct_pairs(conn) -> int: """Refresh intervention_condition_pairs aggregation across ALL sources. Deletes all existing pairs and re-aggregates from trial_failure_results. """ conn.execute("DELETE FROM intervention_condition_pairs") conn.execute( """INSERT INTO intervention_condition_pairs (intervention_id, condition_id, num_trials, num_sources, best_confidence, primary_failure_category, earliest_year, highest_phase_reached) SELECT intervention_id, condition_id, COUNT(DISTINCT trial_id), COUNT(DISTINCT source_db), CASE MIN(CASE confidence_tier WHEN 'gold' THEN 1 WHEN 'silver' THEN 2 WHEN 'bronze' THEN 3 WHEN 'copper' THEN 4 END) WHEN 1 THEN 'gold' WHEN 2 THEN 'silver' WHEN 3 THEN 'bronze' WHEN 4 THEN 'copper' END, -- Most common failure category as primary (SELECT r2.failure_category FROM trial_failure_results r2 WHERE r2.intervention_id = trial_failure_results.intervention_id AND r2.condition_id = trial_failure_results.condition_id GROUP BY r2.failure_category ORDER BY COUNT(*) DESC LIMIT 1), MIN(publication_year), -- CASE-based phase ordering (lexicographic MAX is wrong -- because 'not_applicable' > 'early_phase_1' alphabetically) CASE MAX(CASE highest_phase_reached WHEN 'phase_4' THEN 8 WHEN 'phase_3' THEN 7 WHEN 'phase_2_3' THEN 6 WHEN 'phase_2' THEN 5 WHEN 'phase_1_2' THEN 4 WHEN 'phase_1' THEN 3 WHEN 'early_phase_1' THEN 2 WHEN 'not_applicable' THEN 1 ELSE 0 END) WHEN 8 THEN 'phase_4' WHEN 7 THEN 'phase_3' WHEN 6 THEN 'phase_2_3' WHEN 5 THEN 'phase_2' WHEN 4 THEN 'phase_1_2' WHEN 3 THEN 'phase_1' WHEN 2 THEN 'early_phase_1' WHEN 1 THEN 'not_applicable' ELSE NULL END FROM trial_failure_results GROUP BY intervention_id, condition_id""" ) # Compute intervention_degree conn.execute("DROP TABLE IF EXISTS _ideg") conn.execute( """CREATE TEMP TABLE _ideg ( intervention_id INTEGER PRIMARY KEY, deg INTEGER)""" ) conn.execute( """INSERT INTO _ideg SELECT intervention_id, COUNT(DISTINCT condition_id) FROM intervention_condition_pairs GROUP BY intervention_id""" ) conn.execute( """UPDATE intervention_condition_pairs SET intervention_degree = ( SELECT deg FROM _ideg d WHERE d.intervention_id = intervention_condition_pairs.intervention_id )""" ) conn.execute("DROP TABLE _ideg") # Compute condition_degree conn.execute("DROP TABLE IF EXISTS _cdeg") conn.execute( """CREATE TEMP TABLE _cdeg ( condition_id INTEGER PRIMARY KEY, deg INTEGER)""" ) conn.execute( """INSERT INTO _cdeg SELECT condition_id, COUNT(DISTINCT intervention_id) FROM intervention_condition_pairs GROUP BY condition_id""" ) conn.execute( """UPDATE intervention_condition_pairs SET condition_degree = ( SELECT deg FROM _cdeg d WHERE d.condition_id = intervention_condition_pairs.condition_id )""" ) conn.execute("DROP TABLE _cdeg") count = conn.execute( "SELECT COUNT(*) FROM intervention_condition_pairs" ).fetchone()[0] return count