{"id":"W4405073175","doi":"10.46747/cfp.701112748","title":"Fears of a new family medicine graduate","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"World Health Organization","keywords":"Computer science; Data science; Alternative medicine; Medical education; World Wide Web; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004015895,0.0004570828,0.0005085357,0.0007437659,0.02193299,0.003824507,0.001657288,0.009429704,0.05494904],"category_scores_gemma":[0.01646276,0.0003797612,0.000924778,0.0006345051,0.007023701,0.005611117,0.004893477,0.02055005,0.009723042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.013984,"about_ca_system_score_gemma":0.02675385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2698507,"about_ca_topic_score_gemma":0.4613315,"domain_scores_codex":[0.9950664,0.0007792107,0.00009134629,0.0003540509,0.002090231,0.001618695],"domain_scores_gemma":[0.9760633,0.0008548492,0.0005971381,0.0003097432,0.004648816,0.0175262],"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":[0.000009704068,0.00003321063,0.00201958,0.00002061026,0.000006409546,0.0003664185,0.002311833,0.00001689024,0.00007289118,0.002691534,0.9816911,0.01075987],"study_design_scores_gemma":[0.00003349323,0.0001430559,0.00796423,0.000700078,0.0000223082,0.003269649,0.04163009,0.0001400931,0.0001357936,0.005574678,0.9402841,0.0001024306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0048859,0.001522524,0.0002187195,0.9545388,0.008412819,0.00002085392,0.0001183251,0.0001106364,0.03017153],"genre_scores_gemma":[0.07043245,0.003171415,0.0005974674,0.866879,0.0046716,0.00005544163,0.0001989928,0.0001600797,0.05383349],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2698507,"threshold_uncertainty_score":0.5365599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1471698698694173,"score_gpt":0.414092376374051,"score_spread":0.2669225065046337,"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."}}