{"id":"W7071583514","doi":"","title":"Understanding student teachers’ attitudes","year":2018,"lang":"en","type":"other","venue":"oURspace (University of Regina)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Bachelor; The arts; Work (physics); Degree (music)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002399732,0.0002434354,0.0003073745,0.0008894547,0.0008393303,0.004521033,0.0003574269,0.0008524415,0.006855543],"category_scores_gemma":[0.01612712,0.0002298965,0.0002058433,0.0005080919,0.0008299497,0.002285487,0.001508188,0.001617679,0.001890301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322188,"about_ca_system_score_gemma":0.0008320073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004717498,"about_ca_topic_score_gemma":0.006788399,"domain_scores_codex":[0.9984419,0.0006969492,0.00005756722,0.000255515,0.0003329151,0.0002151749],"domain_scores_gemma":[0.9910781,0.004961832,0.001427215,0.0004733083,0.001178227,0.0008813291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002259466,0.001169744,0.6060807,0.0002488499,0.00007078012,0.0002174724,0.2737891,0.0002794415,0.001916946,0.004209116,0.007136584,0.1046552],"study_design_scores_gemma":[0.00003170303,0.0003338312,0.7302496,0.000495734,0.00007662662,0.0001656018,0.2359429,0.001022462,0.001525881,0.00421597,0.02588851,0.00005116656],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847146,0.0003063498,0.0004244554,0.0008223784,0.00002386798,0.00001689932,0.00007451765,0.00001459706,0.01360232],"genre_scores_gemma":[0.995998,0.0002719729,0.0002266607,0.0001539183,0.000008740594,0.00002658547,0.0001095414,0.00001261749,0.003191902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006855543,"threshold_uncertainty_score":0.02293408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06120180366730749,"score_gpt":0.2663069261210182,"score_spread":0.2051051224537107,"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."}}