{"id":"W7162635816","doi":"10.59236/emro.v24i6a7803","title":"Phases of Matter","year":2022,"lang":"","type":"article","venue":"Educational Media Reviews Online","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Contemplation; Portrait; Phone; Mandala; General hospital; Narrative","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001473317,0.0003364391,0.001040371,0.0003158269,0.0002219322,0.000007427454,0.0004131034,0.00008845919,0.1999724],"category_scores_gemma":[0.004506558,0.0003092755,0.0003789798,0.0009412867,0.0002883351,0.0001072433,0.0001547869,0.0008609197,0.00068058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448371,"about_ca_system_score_gemma":0.003485778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000559513,"about_ca_topic_score_gemma":0.000007469926,"domain_scores_codex":[0.9956432,0.0005455064,0.001779808,0.0005209084,0.00109222,0.000418364],"domain_scores_gemma":[0.9964068,0.001136055,0.0008994759,0.0007054686,0.0002904562,0.0005617636],"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":[0.000257066,0.02470996,0.01235304,0.002924436,0.0001945313,0.000006831972,0.05183952,0.000007211543,0.0006171868,0.001143311,0.7932183,0.1127287],"study_design_scores_gemma":[0.001435755,0.0004524277,0.04468208,0.001364613,0.0007247219,0.0001345227,0.01601166,0.00003389554,0.0001175666,0.001255112,0.9334372,0.0003504713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3406669,0.4618985,0.00002290319,0.1688617,0.02173534,0.002552658,0.001415474,0.00001780004,0.002828675],"genre_scores_gemma":[0.8055111,0.08670001,0.007360401,0.02906512,0.0192489,0.001749058,0.01575401,0.0001323535,0.034479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4648442,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05944940940687899,"score_gpt":0.3870894748554868,"score_spread":0.3276400654486078,"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."}}