{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007786382,0.001380106,0.0009096833,0.00204089,0.002086794,0.005658698,0.001665656,0.001576497,0.8764005],"category_scores_gemma":[0.003784445,0.0007943643,0.0006672913,0.001545676,0.0007592982,0.003212455,0.002932858,0.002074146,0.8490885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001817264,"about_ca_system_score_gemma":0.001945179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004836499,"about_ca_topic_score_gemma":0.01547551,"domain_scores_codex":[0.9993196,0.00008272608,0.00002941501,0.0001371812,0.0003348187,0.00009626504],"domain_scores_gemma":[0.997807,0.0002683903,0.00009084735,0.0004243468,0.0007594342,0.0006499974],"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":[0.00003433583,0.00008323156,0.0001470709,0.00007479693,0.000002369588,0.00003894011,0.00005215576,0.00006909357,0.0002537956,0.009307315,0.8927196,0.09721725],"study_design_scores_gemma":[0.00001231582,0.00001490677,0.0004847253,0.00005827572,0.0000026156,0.00006525606,0.00005536351,0.000172816,0.0003745334,0.004686897,0.9940632,0.000009098815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002941159,0.0001073255,0.001270587,0.0004218833,0.000265399,0.00006700963,0.002789101,0.002671761,0.9921128],"genre_scores_gemma":[0.0008104837,0.00005780181,0.0003306084,0.000126597,0.00003568032,0.00002216902,0.001071183,0.0005981866,0.9969473],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1235995,"threshold_uncertainty_score":0,"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."}}