{"id":"W4408850066","doi":"10.63485/kbvva-b4d72","title":"More on teaching and OA","year":2007,"lang":"en","type":"preprint","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; 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":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.002400568,0.0006393458,0.001100592,0.003091042,0.002387898,0.008086062,0.0009653231,0.004195019,0.25133],"category_scores_gemma":[0.008365104,0.0003170424,0.0007060687,0.00434867,0.002552386,0.01173546,0.003583849,0.006136699,0.0489555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003229634,"about_ca_system_score_gemma":0.002541486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121734,"about_ca_topic_score_gemma":0.04094259,"domain_scores_codex":[0.9973963,0.000553778,0.0001338697,0.0002865093,0.001229822,0.0003997571],"domain_scores_gemma":[0.9942966,0.00142589,0.0002482153,0.0005590004,0.001517777,0.001952577],"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":[0.00002526788,0.00005407632,0.0002014721,0.0002730363,0.000007454129,0.00006557028,0.0005029662,0.00003653011,0.0002876227,0.01251072,0.8959902,0.09004509],"study_design_scores_gemma":[0.000003193463,0.000007492165,0.00019867,0.0001663001,0.000001243361,0.0000325186,0.000210707,0.000004329294,0.00002066596,0.001691709,0.9976588,0.000004302995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009512556,0.1707299,0.001514996,0.4096635,0.1183271,0.00003080029,0.0008844503,0.0003140966,0.2975839],"genre_scores_gemma":[0.008895073,0.07442189,0.000914805,0.106848,0.04451264,0.00002902897,0.0006144671,0.0004353443,0.7633289],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9990347,"threshold_uncertainty_score":0.8407828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03293086517626548,"score_gpt":0.3005015240845501,"score_spread":0.2675706589082846,"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."}}