{"id":"W7032445268","doi":"","title":"CANUCS","year":2025,"lang":"en","type":"article","venue":"Repository of the University of Ljubljana (University of Ljubljana)","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Noise (video); Term (time); Feature (linguistics); Filter (signal processing)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004995877,0.0001100238,0.000311529,0.0002429589,0.001219016,0.00000799656,0.001222669,0.0001603446,0.0001731101],"category_scores_gemma":[0.00007232897,0.0001367227,0.0003150676,0.000748101,0.001663656,0.0002592193,0.0002200117,0.0001904702,0.000003860169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002339415,"about_ca_system_score_gemma":0.000987152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02389352,"about_ca_topic_score_gemma":0.005807763,"domain_scores_codex":[0.9986214,0.0003451005,0.000153176,0.0002336912,0.0004287573,0.000217887],"domain_scores_gemma":[0.9985166,0.000158178,0.0004157957,0.0004588684,0.0003462404,0.0001043062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005255241,0.001375395,0.2885556,0.0007533851,0.001682707,0.0000633966,0.3589552,0.0004346066,0.01445972,0.241254,0.07608116,0.01585924],"study_design_scores_gemma":[0.001630904,0.00008368054,0.1586379,0.0005154642,0.0005612649,0.000002693419,0.5090829,0.0001581168,0.00216287,0.0009050518,0.3258848,0.0003743617],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7099517,0.0001496981,0.0004700466,0.006546095,0.0006277818,0.0002307494,0.00001170783,0.00004832312,0.2819639],"genre_scores_gemma":[0.953425,0.00006773903,0.0009369118,0.00002917603,0.00002268534,1.050607e-8,0.000001740232,0.000004272597,0.0455125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2498037,"threshold_uncertainty_score":0.9826065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770570536474203,"score_gpt":0.2348419045109449,"score_spread":0.2171361991462029,"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."}}