{"id":"W3025324191","doi":"","title":"Scholar Map: Academic family physician career planning.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Passion; Scholarship; Academic medicine; Medical education; Medicine; Career Pathways; Career planning; Psychology; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001121887,0.00116176,0.001116167,0.01326367,0.00178453,0.005280865,0.002439803,0.001236194,0.6398474],"category_scores_gemma":[0.0149631,0.0005428779,0.0006268558,0.02138621,0.0005464064,0.004136929,0.002885811,0.001139952,0.235382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065289,"about_ca_system_score_gemma":0.006308793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009777171,"about_ca_topic_score_gemma":0.01446681,"domain_scores_codex":[0.9992334,0.0001473177,0.0001133899,0.0001241243,0.0002369344,0.0001448543],"domain_scores_gemma":[0.9915621,0.001969679,0.0006070497,0.0004058644,0.003577393,0.001877886],"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":[0.00003685264,0.00002645236,0.0003644354,0.001595877,0.000009058593,0.00005891248,0.0001719873,0.00006866711,0.00005245255,0.002156072,0.9507918,0.04466745],"study_design_scores_gemma":[0.00004639937,0.00002511661,0.002192221,0.0008118111,0.00001780921,0.0001286361,0.0006012162,0.0002189178,0.0001937495,0.004459276,0.9912807,0.00002417004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.002106543,0.002962504,0.004093755,0.01148287,0.004008899,0.000672108,0.5737921,0.01723158,0.3836496],"genre_scores_gemma":[0.03745176,0.01408243,0.03423711,0.002357292,0.003218777,0.001793376,0.4782284,0.009782421,0.4188485],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6398474,"threshold_uncertainty_score":0.513714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045987925235064,"score_gpt":0.2808215894144195,"score_spread":0.1762227968909131,"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."}}