{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002831666,0.0003494198,0.0005010174,0.003760893,0.006362518,0.004607549,0.002790245,0.003285949,0.02034586],"category_scores_gemma":[0.0142505,0.0004618067,0.0009089542,0.007021181,0.001788744,0.001629196,0.002704081,0.00344015,0.001774582],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09006382,"about_ca_system_score_gemma":0.2091583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9852157,"about_ca_topic_score_gemma":0.9950261,"domain_scores_codex":[0.9928913,0.0006038534,0.0003153004,0.0004465367,0.001951509,0.003791385],"domain_scores_gemma":[0.9582,0.001733057,0.003815504,0.0003208128,0.01432511,0.02160551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004342671,0.0004022754,0.7146253,0.0008132525,0.0001018284,0.0008342924,0.007493651,0.0006916843,0.0009218429,0.005424981,0.1797383,0.08851841],"study_design_scores_gemma":[0.00004212787,0.0000731016,0.928315,0.0004632976,0.00003806302,0.0002703866,0.015661,0.0007081589,0.0002261577,0.0003793107,0.05378351,0.00003996426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5755653,0.01250912,0.0006821061,0.3401457,0.002535291,0.0002374965,0.009790666,0.0003021312,0.05823212],"genre_scores_gemma":[0.9059202,0.01176256,0.0008799062,0.03962116,0.001111447,0.0001034415,0.002898296,0.00008674309,0.03761625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9099362,"threshold_uncertainty_score":0.6534618,"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."}}