{"id":"W4402683662","doi":"10.3167/trans.2023.130302","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Transfers","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001433581,0.0007868696,0.0005838169,0.001394435,0.002720556,0.006209585,0.001877539,0.003585954,0.3433096],"category_scores_gemma":[0.005328228,0.0003026077,0.0006526877,0.001054035,0.001559618,0.004757376,0.005458179,0.003249763,0.1871147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002511373,"about_ca_system_score_gemma":0.002946461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002274894,"about_ca_topic_score_gemma":0.003429526,"domain_scores_codex":[0.9980152,0.0003197375,0.0001116896,0.0005197108,0.0007976011,0.0002361003],"domain_scores_gemma":[0.9982194,0.0003496573,0.0001100286,0.0002767339,0.0006427026,0.0004014122],"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":[0.00004297497,0.00003779789,0.0004226194,0.0002143658,0.000004009612,0.000151295,0.001138003,0.00007949763,0.0004371938,0.07239079,0.820333,0.1047484],"study_design_scores_gemma":[0.00000130599,0.000007946215,0.0001511582,0.00007011571,6.447416e-7,0.00006509017,0.0001394158,0.00001451224,0.00005835047,0.00262535,0.9968629,0.000003295068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.003018154,0.008814931,0.007708754,0.0440161,0.04143341,0.0003077248,0.004216544,0.001416893,0.8890675],"genre_scores_gemma":[0.01554225,0.005456461,0.003044365,0.01122137,0.007918464,0.0002305695,0.003329128,0.0007438978,0.9525136],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3433096,"threshold_uncertainty_score":0.9366892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02818856185351218,"score_gpt":0.3407626493522137,"score_spread":0.3125740874987015,"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."}}