{"id":"W4408797617","doi":"10.29173/cgs223","title":"A Fabulous Speck","year":2025,"lang":"en","type":"article","venue":"Critical Gambling Studies","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01030434,0.00108037,0.001286657,0.002604738,0.007923524,0.01284274,0.002081406,0.00722303,0.03631015],"category_scores_gemma":[0.0487076,0.0004220341,0.0007129289,0.001224787,0.01756845,0.01911152,0.008687095,0.01753725,0.01396912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00433518,"about_ca_system_score_gemma":0.006094728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004870809,"about_ca_topic_score_gemma":0.005399799,"domain_scores_codex":[0.9932208,0.003131771,0.0002544088,0.00108324,0.00178817,0.0005214614],"domain_scores_gemma":[0.9745615,0.01068621,0.0006344189,0.003612296,0.006706537,0.003799079],"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":[0.00002389251,0.00002198274,0.0001283661,0.00004286407,0.000008294345,0.0000705252,0.000652505,0.00005245373,0.00006202963,0.2410458,0.7400261,0.01786532],"study_design_scores_gemma":[0.00001632511,0.00001182969,0.0001333489,0.0002486237,0.000004844821,0.0001222689,0.001560827,0.0001338168,0.00007111228,0.1911419,0.8065306,0.00002451694],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001028933,0.01445265,0.004842386,0.8371048,0.08675562,0.00003389276,0.0001626851,0.0001384849,0.05548057],"genre_scores_gemma":[0.03883757,0.01168693,0.006580963,0.4910059,0.05530516,0.0001553969,0.0001808104,0.000590116,0.3956572],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03631015,"threshold_uncertainty_score":0.1214695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.274790622165283,"score_gpt":0.5735938861865372,"score_spread":0.2988032640212542,"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."}}