{"id":"W2402677458","doi":"","title":"AI and Ed: A Happy Open Marriage.","year":2015,"lang":"en","type":"article","venue":"AIED Workshops","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Exploit; Process (computing); Computer science; Artificial intelligence; Psychology; Data science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.008561608,0.0006412177,0.0006330651,0.001337935,0.006778959,0.01830445,0.001773624,0.009799887,0.04121817],"category_scores_gemma":[0.01625808,0.0004867379,0.0006864334,0.001134788,0.01022978,0.02987908,0.01298825,0.01607381,0.01726724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00233375,"about_ca_system_score_gemma":0.003338579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539791,"about_ca_topic_score_gemma":0.002593666,"domain_scores_codex":[0.9926261,0.002585998,0.0003346766,0.00110001,0.002322298,0.001030819],"domain_scores_gemma":[0.9872039,0.003659425,0.0005263277,0.001104812,0.002498097,0.005007492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009218491,0.0000609251,0.0003725468,0.0001050364,0.000009653844,0.0002311829,0.002175881,0.00005798519,0.0002290605,0.3852828,0.5397295,0.07165326],"study_design_scores_gemma":[0.000008766486,0.000021051,0.0001681256,0.0001167163,0.000003332235,0.000327049,0.001346293,0.0001363759,0.000118857,0.07487799,0.9228547,0.00002079227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001740543,0.02465795,0.01922653,0.7217411,0.06511771,0.00003060865,0.0001982229,0.0006603652,0.1666269],"genre_scores_gemma":[0.1014983,0.01889261,0.0245923,0.2954813,0.059184,0.0001823581,0.0005188903,0.001233033,0.4984173],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04121817,"threshold_uncertainty_score":0.1378885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02945607059639384,"score_gpt":0.3133093395894639,"score_spread":0.2838532689930701,"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."}}