{"id":"W2925949489","doi":"","title":"Teachers in Film: Always in Process.","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Film in Education and Therapy","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hollywood; Narrative; Reflexivity; Affect (linguistics); Sociology; Mathematics education; Visual arts; Pedagogy; Art; Media studies; Psychology; Literature; Art history; Social science; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00168852,0.000140681,0.0002633274,0.001403149,0.0001289608,0.00001958943,0.0003185179,0.0002001341,0.002359581],"category_scores_gemma":[0.0009622573,0.0001599957,0.00005030973,0.0008508824,0.00003355447,0.000329585,0.000003157031,0.0008183665,0.0001327462],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007361772,"about_ca_system_score_gemma":0.03452332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06929508,"about_ca_topic_score_gemma":0.8025473,"domain_scores_codex":[0.9978465,0.0003460456,0.0008079592,0.0002011052,0.00006781567,0.000730508],"domain_scores_gemma":[0.9976605,0.0001653269,0.0005077149,0.0002788453,0.0004971001,0.0008904776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001272436,0.0000896254,0.6462293,0.0001402538,0.000008612873,0.000004748059,0.3345571,0.0003343701,0.00007221508,0.003775701,0.01214283,0.002632463],"study_design_scores_gemma":[0.000760246,0.00007359455,0.5888796,0.0009265827,0.000009983304,0.00005452713,0.2866539,0.0001143762,0.00001558565,0.005302066,0.1169688,0.00024075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628911,0.0003057213,0.000007134543,0.009162551,0.00800042,0.0004995166,0.000005744404,0.000004881098,0.01912294],"genre_scores_gemma":[0.9903188,0.00002734599,0.0001932489,0.002221839,0.0004769867,0.00007983005,0.00003403627,0.00002961684,0.006618348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7332522,"threshold_uncertainty_score":0.9985524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06059931320359059,"score_gpt":0.3821081885249664,"score_spread":0.3215088753213758,"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."}}