{"id":"W4417188469","doi":"10.1108/978-1-60752-970-520251001","title":"Prelims","year":2008,"lang":"en","type":"other","venue":"Teaching and Learning","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006286701,0.0002438449,0.0002684731,0.0002616745,0.0004304829,0.00004055648,0.0000995001,0.0002221965,0.0008033319],"category_scores_gemma":[0.0003871044,0.0002324894,0.00004625503,0.00004135885,0.00006253151,0.00002584196,0.00005957262,0.003273679,0.003191915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002749386,"about_ca_system_score_gemma":0.0000199818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001497146,"about_ca_topic_score_gemma":0.00001907224,"domain_scores_codex":[0.9984411,0.0006796259,0.0001056526,0.0003314635,0.0001830104,0.0002591618],"domain_scores_gemma":[0.9994799,0.00009167908,0.0001710677,0.0001753577,0.000003944624,0.00007798119],"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":[0.000005244057,0.00001758702,0.0009939272,0.0000475774,0.00006187817,0.00002553997,0.003169177,0.00004933163,0.0001101942,0.0001225103,0.9577376,0.03765944],"study_design_scores_gemma":[0.0001900676,0.00003418267,0.0002131943,0.0003311867,0.00002405199,0.00005827483,0.0001618367,0.0001613807,6.043842e-7,0.000002904168,0.9985451,0.0002772186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001800693,0.003697738,0.0001047725,0.0000125656,0.00009439791,0.0000888412,0.000004015893,0.001981308,0.9922157],"genre_scores_gemma":[0.01634671,0.0001281604,0.001976514,0.00002990303,0.0005718264,0.000004702695,0.00004026718,0.001539631,0.9793623],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04080751,"threshold_uncertainty_score":0.9990258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363431848827033,"score_gpt":0.2578143677052557,"score_spread":0.2441800492169854,"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."}}