{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00294572,0.0004014075,0.0004072892,0.0004907151,0.001043792,0.003493913,0.001324412,0.001463087,0.01206224],"category_scores_gemma":[0.02232695,0.0003018268,0.0004931345,0.0003121298,0.002425504,0.005573185,0.002795789,0.002834931,0.002022838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002108297,"about_ca_system_score_gemma":0.002958959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01223542,"about_ca_topic_score_gemma":0.01368678,"domain_scores_codex":[0.9987016,0.0004328197,0.00005384477,0.0002871251,0.000393348,0.0001312383],"domain_scores_gemma":[0.9928542,0.003446281,0.0006433172,0.001169301,0.001145796,0.0007411841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001874015,0.0002994447,0.04538148,0.0007558304,0.0001494411,0.003167692,0.03226626,0.01154956,0.02817999,0.5978779,0.04935496,0.2291435],"study_design_scores_gemma":[0.0001651744,0.000441055,0.02089601,0.000410516,0.0001701594,0.001857921,0.01651205,0.08362408,0.01774326,0.7240586,0.1339487,0.0001723465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6933179,0.00141733,0.1554539,0.02413226,0.0005647261,0.0001361436,0.0005303757,0.001144163,0.1233032],"genre_scores_gemma":[0.9594391,0.0003707587,0.02511386,0.001507593,0.0000343201,0.0000334739,0.0004394351,0.0001507079,0.01291081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01223542,"threshold_uncertainty_score":0.04035217,"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."}}