{"id":"W2577446806","doi":"","title":"In search of the elusive Initial model","year":2011,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arbitrariness; Representation (politics); Mental representation; Mental model; Psychology; Cognitive science; Epistemology; Philosophy; Cognition; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002166423,0.0001519424,0.0001743744,0.0001339871,0.00007605691,0.000292193,0.001355615,0.00007977473,0.00005469903],"category_scores_gemma":[0.0000875582,0.0001105604,0.0001246671,0.0004993986,0.00006563168,0.003698936,0.0007532743,0.0004365937,0.0002949036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002351935,"about_ca_system_score_gemma":0.0001462292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001496941,"about_ca_topic_score_gemma":7.418587e-7,"domain_scores_codex":[0.9985571,0.0001046365,0.0003593496,0.0003013313,0.0003492451,0.0003283192],"domain_scores_gemma":[0.9992401,0.0000621493,0.0001032806,0.0004620047,0.00004519682,0.00008726778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005735184,0.00028025,0.1166889,0.00006746424,0.00002962669,0.00006526526,0.002027373,0.001123385,0.0004994054,0.8744285,0.000301681,0.004430743],"study_design_scores_gemma":[0.002562676,0.0006562375,0.05766195,0.00164516,0.00002191353,0.0001157084,0.0006228019,0.1252736,0.3985448,0.2907953,0.1194445,0.002655386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7878829,0.0001033961,0.08849856,0.0005386086,0.0005441583,0.0005204428,0.0002314163,0.0002300726,0.1214504],"genre_scores_gemma":[0.9940054,0.000001352847,0.002738921,0.0002271275,0.00005574733,0.000006664554,0.000003200881,0.00002035295,0.002941179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5836332,"threshold_uncertainty_score":0.4508523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04203053722779678,"score_gpt":0.2422988088936373,"score_spread":0.2002682716658405,"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."}}