{"id":"W2951792140","doi":"10.82308/47046","title":"Authentic video materials and potentially controversial content in an ESL context: teachers' perceptions and practices","year":2018,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Selection (genetic algorithm); Checklist; Humanities; Class (philosophy); Pedagogy; Psychology; Art; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007042456,0.0002943523,0.0002986137,0.00124381,0.005037791,0.003853846,0.001075725,0.001456666,0.002215152],"category_scores_gemma":[0.02213045,0.0003394857,0.0001609997,0.0007690416,0.003857223,0.002045168,0.002880755,0.001296797,0.0002696961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003758901,"about_ca_system_score_gemma":0.003473439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02014076,"about_ca_topic_score_gemma":0.04014203,"domain_scores_codex":[0.9933085,0.004268304,0.000283837,0.0004390863,0.0009266739,0.0007734945],"domain_scores_gemma":[0.979222,0.01250111,0.002695332,0.0005021793,0.001862783,0.003216514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009566511,0.0002481771,0.02414261,0.0002462599,0.000006792875,0.002603568,0.920912,0.00008753978,0.007863774,0.0007283178,0.0007677446,0.04229751],"study_design_scores_gemma":[0.000008318861,0.0001986599,0.01096812,0.0001916377,0.000009556614,0.0009279251,0.9637014,0.0002773439,0.00186049,0.0001804796,0.0216403,0.00003585335],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943656,0.0002681176,0.0009140605,0.0007724214,0.00001822617,0.00004783067,0.00001064073,0.00002159274,0.003581553],"genre_scores_gemma":[0.9958262,0.0003717567,0.001295736,0.0002020661,0.00001666994,0.00003010458,0.00001528588,0.0000139047,0.002228326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02014076,"threshold_uncertainty_score":0.04004705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03850084218732482,"score_gpt":0.2646616667555486,"score_spread":0.2261608245682238,"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."}}