{"id":"W2980467004","doi":"10.4103/efh.efh_237_17","title":"Medical student well-being and lifelong learning: A motivational perspective","year":2019,"lang":"en","type":"article","venue":"Education for Health","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Lifelong learning; Perspective (graphical); Psychology; Pedagogy; Cognitive psychology; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001888135,0.0001505203,0.0003107362,0.0001538823,0.001245296,0.00001290211,0.0001347003,0.000214554,0.001492621],"category_scores_gemma":[0.0008564206,0.0001305452,0.00004856238,0.0001613975,0.00003649752,0.0001236338,0.00008769018,0.0008895019,0.0002287781],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006230302,"about_ca_system_score_gemma":0.008374429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009098672,"about_ca_topic_score_gemma":0.0001090618,"domain_scores_codex":[0.9972386,0.0006102031,0.0006247065,0.000418934,0.0005586736,0.0005488269],"domain_scores_gemma":[0.9972615,0.001112654,0.0003491549,0.0001733866,0.0005521831,0.00055114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006885014,0.0003418111,0.7275608,0.001118949,0.00002836533,2.179133e-7,0.0349334,0.000002900197,0.0000043613,0.191085,0.01508067,0.0297747],"study_design_scores_gemma":[0.001996376,0.0004858945,0.6477487,0.004208636,0.00000985121,0.000006462062,0.1268171,0.0006233133,0.000003173737,0.01097217,0.2068016,0.000326722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7086893,0.002758931,0.0006407646,0.2628802,0.004808506,0.003644017,0.00001200831,0.0001397011,0.01642657],"genre_scores_gemma":[0.9608721,0.0005008032,0.000798579,0.01992952,0.001394153,0.0005470821,0.0001049984,0.00003664217,0.01581609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2521828,"threshold_uncertainty_score":0.9994202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03198536447761403,"score_gpt":0.4942889881715813,"score_spread":0.4623036236939673,"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."}}