{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01152632,0.00111016,0.001546015,0.01086976,0.01041334,0.02120666,0.003710942,0.00485524,0.2184671],"category_scores_gemma":[0.04433974,0.0006114554,0.001336681,0.01376192,0.003808463,0.01323619,0.01421813,0.005852696,0.1148239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005631058,"about_ca_system_score_gemma":0.007985425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002431903,"about_ca_topic_score_gemma":0.005441512,"domain_scores_codex":[0.9884598,0.003030561,0.001296107,0.001207544,0.004997675,0.001008326],"domain_scores_gemma":[0.9728555,0.007017208,0.001037434,0.004652146,0.01005197,0.004385722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000241215,0.00001718785,0.0001934595,0.0003953531,0.000009139585,0.0001360471,0.001633485,0.0000269582,0.0001861895,0.02786979,0.9100175,0.05949071],"study_design_scores_gemma":[0.000001359568,0.000003066772,0.0001002512,0.0001603568,0.000001079335,0.00004156125,0.0004175471,0.000005436028,0.0000167012,0.001135079,0.998114,0.000003555856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001702444,0.04087446,0.005729799,0.1318432,0.2096986,0.0004918698,0.004788177,0.001020971,0.6038505],"genre_scores_gemma":[0.01384936,0.03281812,0.004862819,0.07369541,0.05915679,0.0007598978,0.006795458,0.002557179,0.8055049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2184671,"threshold_uncertainty_score":0.7308453,"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."}}