{"id":"W3134106664","doi":"10.1007/s40596-021-01429-8","title":"Increasing Recruitment Trends To Psychiatry In Canada","year":2021,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of British Columbia; Queen's University","funders":"","keywords":"Psychiatry; MEDLINE; Psychology; Medicine; Family medicine; Medical education; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.001103905,0.0001843995,0.0003921825,0.0002649938,0.00006223242,0.000006223657,0.0001643499,0.0002206185,0.0005216718],"category_scores_gemma":[0.00546711,0.0001683918,0.00006110498,0.001227312,0.0000293176,0.00005842343,0.00007526037,0.00160522,0.000053823],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503543,"about_ca_system_score_gemma":0.07547121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3528127,"about_ca_topic_score_gemma":0.6843595,"domain_scores_codex":[0.9965587,0.0001791203,0.0005836181,0.0004378782,0.0008902031,0.001350468],"domain_scores_gemma":[0.9937027,0.0001365653,0.00005400441,0.0003895484,0.00006458187,0.005652565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002873744,0.00009672258,0.6102381,0.0001785102,0.000022862,0.0001079727,0.000124268,0.000002012972,0.0003779238,0.0003431299,0.3129266,0.07529457],"study_design_scores_gemma":[0.003104554,0.0002363971,0.5989706,0.001638944,0.00003446868,0.0005621267,0.001750067,0.00004704971,0.0001706541,0.0005816787,0.3926149,0.0002885087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6915731,0.003648736,0.00001354594,0.2950767,0.00191169,0.0003017886,0.00001232849,0.00002543798,0.007436582],"genre_scores_gemma":[0.7681171,0.001046075,0.00658895,0.2210875,0.001430127,0.0001054658,0.00005558292,0.0000456649,0.00152357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3315468,"threshold_uncertainty_score":0.92977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452249496864313,"score_gpt":0.4362727241271142,"score_spread":0.2910477744406829,"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."}}