{"id":"W4414795045","doi":"10.1353/vcr.2024.a970818","title":"After the Tipping Point","year":2024,"lang":"en","type":"article","venue":"Victorian review","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":[0.0005978925,0.00007224801,0.000128853,0.000007943822,0.0006058295,0.0001123282,0.0001545671,0.00002854174,0.0009070256],"category_scores_gemma":[0.00007654182,0.00003645082,0.0001494574,0.0002776222,0.0001207662,0.000121777,0.00006870703,0.0001062249,0.000738272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008147644,"about_ca_system_score_gemma":0.00004151766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008879456,"about_ca_topic_score_gemma":0.0005148692,"domain_scores_codex":[0.9992286,0.000141809,0.0001333397,0.0001229226,0.0001931449,0.0001801896],"domain_scores_gemma":[0.9997523,0.00006741381,0.00001658197,0.00008103819,0.000044537,0.00003807257],"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":[0.000008181869,0.00002124251,0.0001308885,0.002470252,0.000180309,0.00008489998,0.1939724,5.351887e-8,0.00001298521,0.4344806,0.2638023,0.1048358],"study_design_scores_gemma":[0.000007569339,0.000005664176,0.0001221256,0.001843181,0.00003150288,8.679866e-7,0.0009394475,3.31039e-7,3.81514e-7,0.002335,0.9946493,0.0000646367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.000462471,0.6220821,0.00002046644,0.1411773,0.003890567,0.0004669433,0.000004181077,0.0001659997,0.23173],"genre_scores_gemma":[0.6232963,0.3293097,0.00003512001,0.005603309,0.008223006,0.0002535089,0.000002772742,0.00001845069,0.03325786],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.730847,"threshold_uncertainty_score":0.9931294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01923193392832069,"score_gpt":0.3559747856309627,"score_spread":0.3367428517026421,"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."}}