{"id":"W4237553747","doi":"10.29173/cmplct8831","title":"Craig Newell","year":2009,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy; Psychology; Psychoanalysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004209932,0.0001461994,0.0002064645,0.0003223572,0.0001793011,0.0004483269,0.001317591,0.00005330407,0.0000470103],"category_scores_gemma":[0.00007953936,0.0001467507,0.00008929119,0.0001782913,0.00009480459,0.001897857,0.00008465972,0.0002176927,0.0000128912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276851,"about_ca_system_score_gemma":0.0003386883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000861536,"about_ca_topic_score_gemma":0.00001846371,"domain_scores_codex":[0.9985593,0.00009684289,0.0004810076,0.0002321267,0.0004555933,0.0001751259],"domain_scores_gemma":[0.9980443,0.00005930226,0.0004003993,0.0003109909,0.0009475452,0.0002375194],"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":[0.0000721425,0.001539447,0.002570683,0.0000111102,0.00004388451,0.000003089447,0.003585017,0.00006297834,0.001223052,0.7615955,0.004873802,0.2244193],"study_design_scores_gemma":[0.0004681141,0.0004400292,0.3779741,0.00006772311,0.00001260374,0.0005514678,0.0004153047,0.006878352,0.0007296825,0.5990701,0.01312245,0.0002700677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7628707,0.0002306378,0.2163823,0.01313347,0.003543766,0.0001033289,0.000003619242,0.0000538903,0.003678333],"genre_scores_gemma":[0.9529384,0.0001056537,0.04287375,0.002644333,0.001306952,0.000001327159,0.00001858563,0.000004785315,0.000106234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3754034,"threshold_uncertainty_score":0.5984321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06687625233460223,"score_gpt":0.3463649105821564,"score_spread":0.2794886582475542,"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."}}