{"id":"W4399324530","doi":"10.22329/jtl.v18i1.8634","title":"A Diverse Collection","year":2024,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002233838,0.0000244206,0.00004524845,0.0001042158,0.000748746,0.0001635192,0.00002895604,0.00002075495,0.00006105644],"category_scores_gemma":[0.0006254695,0.00002025039,0.0000267933,0.00007331484,0.00001838218,0.0001612594,0.000006293996,0.0006000176,0.000006452896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005212176,"about_ca_system_score_gemma":0.000221454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003016002,"about_ca_topic_score_gemma":0.00002528748,"domain_scores_codex":[0.9993796,0.0002928023,0.00009075422,0.0000373882,0.0001378589,0.00006156306],"domain_scores_gemma":[0.9997163,0.0001458221,0.00004444585,0.00001010069,0.00002638993,0.0000569431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006597564,0.00001818032,0.01750874,0.00001208751,0.00004241823,0.00001549826,0.4899386,0.00008057697,0.0000691794,0.005797795,0.01404065,0.4724696],"study_design_scores_gemma":[0.00008503626,0.00005904523,0.01597531,0.0001488089,0.00001449783,0.00003299182,0.09127592,0.00008485684,0.000002907775,0.0004047406,0.8918613,0.00005463054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692707,0.001058732,0.0006791728,0.003835649,0.0009364147,0.00001855478,3.054754e-8,0.0000327375,0.02416803],"genre_scores_gemma":[0.9886847,0.0001590352,0.001571327,0.00005879264,0.0004241992,1.197824e-7,8.385583e-8,0.000002490035,0.009099306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8778206,"threshold_uncertainty_score":0.5758825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735501905100489,"score_gpt":0.3268077570903838,"score_spread":0.3094527380393789,"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."}}