{"id":"W2141048598","doi":"10.29173/cmplct8769","title":"A Welcome and Introduction","year":2007,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001772321,0.00005983995,0.00009296054,0.0001977208,0.0002896213,0.0001784194,0.0002059286,0.00004603612,0.0001375769],"category_scores_gemma":[0.0003522246,0.00006191667,0.00002549196,0.00008894055,0.0003238951,0.001214089,0.00001822969,0.0001712223,0.000003169883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009105924,"about_ca_system_score_gemma":0.0002617388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006512688,"about_ca_topic_score_gemma":0.0005876751,"domain_scores_codex":[0.9990493,0.0001349787,0.0002595982,0.0001035214,0.0003436529,0.000108922],"domain_scores_gemma":[0.9985817,0.0002153025,0.0002863576,0.00005852173,0.0006867075,0.0001713807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001832101,0.0004381335,0.02955232,0.00001047509,0.00004745095,8.898716e-7,0.0165496,0.000001891515,0.0003430851,0.8953032,0.001668684,0.05590101],"study_design_scores_gemma":[0.0002564055,0.0001238067,0.4629998,0.00003068863,0.00002295542,0.0001600731,0.03087121,0.00001576517,0.0001704808,0.1211413,0.3840584,0.0001491378],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520377,0.0002170473,0.001520011,0.03735176,0.002863976,0.00005996518,0.000001937562,0.00001006651,0.005937551],"genre_scores_gemma":[0.9885554,0.0002524084,0.004183485,0.0006946969,0.00604791,7.218326e-7,0.00001081149,0.000003558765,0.0002510656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.774162,"threshold_uncertainty_score":0.2524889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234286628350521,"score_gpt":0.4293743156607813,"score_spread":0.3059456528257292,"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."}}