{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006285433,0.00006075075,0.0001160246,0.00006166652,0.000731574,0.00009049185,0.0001224474,0.00004401003,0.0001004131],"category_scores_gemma":[0.01490659,0.00005669574,0.00003979717,0.0002876536,0.0007167652,0.0001558399,0.00003144213,0.0001297291,0.0000968764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000579717,"about_ca_system_score_gemma":0.0001761757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001113809,"about_ca_topic_score_gemma":0.0002443095,"domain_scores_codex":[0.999145,0.0001413009,0.0001202741,0.000152576,0.0001926971,0.0002481453],"domain_scores_gemma":[0.996035,0.003555067,0.00001418815,0.00007944095,0.0002642441,0.00005201366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005891662,0.00004911057,0.001688019,0.00004803103,0.00004337075,0.000002856411,0.01554032,4.626878e-7,0.000007799808,0.9684772,0.01172497,0.002411912],"study_design_scores_gemma":[0.00007807861,0.0000140636,0.00145895,0.000116972,0.00005891737,3.273489e-7,0.1923723,0.000002466596,0.00004602668,0.1381913,0.6675483,0.0001123321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02148948,0.02052325,0.0002719579,0.4068263,0.00296981,0.0001256064,0.000001890701,0.0001557177,0.5476359],"genre_scores_gemma":[0.9843976,0.0007704802,0.000930299,0.002821406,0.0005323862,0.00001577151,3.874528e-7,0.000003154551,0.01052853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9629081,"threshold_uncertainty_score":0.9933913,"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."}}