{"id":"W4387708670","doi":"10.36834/cmej.78130","title":"Pulse and passion","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Passion; Passion fruit; Pulse (music); Computer science; Biology; Psychology; Food science; Telecommunications; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001758931,0.00003722824,0.00004276672,0.0002146544,0.0008236683,0.0001436917,0.0001326665,0.000099784,0.03118171],"category_scores_gemma":[0.02108442,0.00003494843,0.00001652253,0.0003462914,0.0001499947,0.0002444744,0.000004056457,0.0003094083,0.0002611046],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022353,"about_ca_system_score_gemma":0.05376604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03242069,"about_ca_topic_score_gemma":0.09855808,"domain_scores_codex":[0.9989184,0.0001971351,0.0001063776,0.00007561209,0.000454952,0.0002475713],"domain_scores_gemma":[0.993571,0.0001941367,0.00004254447,0.00004271287,0.0001360248,0.006013593],"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":[0.000001237457,0.00001430176,0.003028105,0.000002748469,0.000004770599,0.0000105791,0.01348509,1.270939e-7,4.375432e-7,0.02904106,0.6869807,0.2674308],"study_design_scores_gemma":[0.00003400549,0.000004885103,0.01621812,0.00002759882,0.000002722733,0.0000314293,0.03299002,0.000005883325,3.588282e-7,0.003264684,0.9473749,0.00004544223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07464185,0.0003282453,0.000001733621,0.8521788,0.002959701,0.00004650244,0.000001007799,0.00001895599,0.06982319],"genre_scores_gemma":[0.9422674,0.001669372,0.00006640468,0.04222726,0.003450767,0.000007572589,0.000008437353,0.000006741202,0.01029604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8676255,"threshold_uncertainty_score":0.9871614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04606798542622549,"score_gpt":0.3918297306744334,"score_spread":0.345761745248208,"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."}}