{"id":"W1548319343","doi":"10.1007/bf03395576","title":"Comparison of Fixed-Item and Response-Sensitive Versions of an Online Tutorial","year":2007,"lang":"en","type":"article","venue":"The Psychological Record","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Reinforcement; Mathematics education; Computer science; Psychology; Group (periodic table); Control (management); Artificial intelligence; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001261661,0.0001960458,0.0005155514,0.00006751229,0.0001317079,0.000006105572,0.0003160651,0.0002723924,0.0006922348],"category_scores_gemma":[0.0002656018,0.0001118538,0.0001228266,0.0003124451,0.0007578796,0.00003281809,0.00009520678,0.0004202557,0.0000338147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001523859,"about_ca_system_score_gemma":0.000003737641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001209937,"about_ca_topic_score_gemma":0.00006756551,"domain_scores_codex":[0.9978428,0.0005503186,0.0006245413,0.0004144381,0.0002103182,0.0003575565],"domain_scores_gemma":[0.9971471,0.001893999,0.0002808529,0.0004389395,0.0001023999,0.0001366747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04651225,0.007884104,0.1430838,0.000009590694,0.0001698572,0.00008130138,0.007757584,8.893147e-7,0.029344,0.003873394,0.006733295,0.7545499],"study_design_scores_gemma":[0.001000578,0.004247691,0.9824716,0.00001558518,0.00005118636,0.00001906068,0.003901819,0.000003802543,0.0004408677,0.000792894,0.00690085,0.0001540076],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917021,0.0002081659,0.0001286829,0.0005370988,0.001601711,0.0002590724,0.00006977779,0.00005248313,0.005440915],"genre_scores_gemma":[0.998282,0.00002442242,0.000853977,0.0002513864,0.0002429836,0.000005895553,0.000008781584,0.00001016219,0.0003203925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8393878,"threshold_uncertainty_score":0.7579485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3802773505948155,"score_gpt":0.4751314767291384,"score_spread":0.09485412613432287,"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."}}