{"id":"W2413112081","doi":"10.1097/01720610-200608000-00013","title":"Diagnostic challenges from your case files","year":2006,"lang":"en","type":"article","venue":"JAAPA","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadiana.org; College of Family Physicians of Canada","funders":"","keywords":"Medical education; Library science; Family medicine; Medicine; Management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000227578,0.000149479,0.0002831375,0.000064668,0.0005445305,0.000006150838,0.0001254006,0.0002095466,0.00246577],"category_scores_gemma":[0.0003050491,0.0001270831,0.00006711439,0.00007002622,0.00002852845,0.00009516396,0.00009609018,0.0004195362,0.002095087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066498,"about_ca_system_score_gemma":0.0003436873,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01185698,"about_ca_topic_score_gemma":0.007405638,"domain_scores_codex":[0.9983993,0.0002394355,0.0004222618,0.0002661879,0.0001570457,0.0005158134],"domain_scores_gemma":[0.9964099,0.002889904,0.0001301208,0.0003747003,0.00007073428,0.0001246214],"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":[0.00003786675,0.0001541896,0.09132401,0.0004426916,0.00003333293,0.003601638,0.004050924,0.000003104498,0.0000585306,0.009206287,0.8535426,0.03754487],"study_design_scores_gemma":[0.0007842573,0.00004194227,0.2717703,0.00008266517,0.00003542838,0.00003611532,0.002485495,0.00001014687,0.00001624198,0.007623707,0.716893,0.0002206707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7127241,0.01888577,0.0000497414,0.03667875,0.002303664,0.0007801285,0.0004054006,0.0003806953,0.2277917],"genre_scores_gemma":[0.9711603,0.00214291,0.0008144465,0.01393129,0.003547826,0.0002617355,0.0001624842,0.0000519118,0.0079271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2584361,"threshold_uncertainty_score":0.9986819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09540164740370372,"score_gpt":0.4168370066933683,"score_spread":0.3214353592896646,"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."}}