{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005363003,0.001421215,0.0009719381,0.00154809,0.005798798,0.01177404,0.002341387,0.008571571,0.1721082],"category_scores_gemma":[0.02731023,0.000515734,0.001261822,0.0005588394,0.002749929,0.005519342,0.01006505,0.0135343,0.121326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002559949,"about_ca_system_score_gemma":0.004895145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226795,"about_ca_topic_score_gemma":0.003857215,"domain_scores_codex":[0.9932248,0.001734505,0.0002071772,0.0007684482,0.003130713,0.0009343085],"domain_scores_gemma":[0.9709994,0.00321734,0.0007744309,0.001751347,0.01045975,0.01279787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000296615,0.00002629124,0.00007867574,0.00005508435,0.000002586793,0.0001410239,0.0002131091,0.00002087471,0.0003888649,0.005676995,0.973795,0.01957178],"study_design_scores_gemma":[0.000008495305,0.00002454979,0.0001099838,0.00005505297,0.000001630654,0.0001318246,0.0002871803,0.00002583063,0.00009184184,0.001504488,0.9977481,0.00001110438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001066239,0.003517865,0.003781568,0.2174277,0.6407251,0.0002915307,0.0003929613,0.001002323,0.1317947],"genre_scores_gemma":[0.005459652,0.000934513,0.001787507,0.07325063,0.07474347,0.0001809462,0.0002451959,0.0005593685,0.8428388],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1721082,"threshold_uncertainty_score":0.5757593,"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."}}