{"id":"W2618835370","doi":"","title":"A little help from our friends.","year":2008,"lang":"en","type":"letter","venue":"PubMed","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Primary care; Primary health care; Family doctors; Medicine; Family medicine; World Wide Web; Medical education; Health care; Nursing; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003321636,0.001453505,0.001368262,0.001245481,0.009317972,0.00496936,0.002358203,0.01077769,0.09348911],"category_scores_gemma":[0.03470712,0.0006334197,0.001262976,0.0006915336,0.003212176,0.007776774,0.005741328,0.03323228,0.07109669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002535059,"about_ca_system_score_gemma":0.006282366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138224,"about_ca_topic_score_gemma":0.02684909,"domain_scores_codex":[0.9957015,0.001402699,0.0001874093,0.0005539337,0.001425605,0.0007288337],"domain_scores_gemma":[0.9796242,0.002705779,0.0008442563,0.0007389863,0.006117088,0.009969758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001034803,0.0000191207,0.0001179158,0.00003840654,0.000003969841,0.0002401886,0.0002531824,0.000004195351,0.00005225775,0.0004792885,0.9918483,0.006932846],"study_design_scores_gemma":[0.0000149277,0.00002079172,0.0002483416,0.0002436167,0.000004960297,0.001119057,0.001309319,0.00001879549,0.00003458557,0.001171034,0.9957933,0.00002118795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003171867,0.01172547,0.0003481458,0.9117725,0.05618991,0.00003180121,0.0001289746,0.0002376581,0.01924829],"genre_scores_gemma":[0.003591273,0.004986438,0.000936233,0.8796744,0.01670877,0.00008371894,0.00008420609,0.0001773943,0.09375746],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09348911,"threshold_uncertainty_score":0.3127522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09717358752178067,"score_gpt":0.3656038869545651,"score_spread":0.2684302994327845,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}