{"id":"W4410004606","doi":"10.26034/roadsides-202501302","title":"Breaking Points","year":2025,"lang":"en","type":"article","venue":"Roadsides","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005461133,0.00005074668,0.00005578478,0.00006875295,0.00002910264,0.00002035234,0.00006356154,0.0000202549,0.00005144274],"category_scores_gemma":[0.000009809375,0.00004658597,0.00002161279,0.00009134113,0.000007448826,0.00001428097,0.00002561144,0.00004253447,0.00007170391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001657193,"about_ca_system_score_gemma":0.000001947169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005565126,"about_ca_topic_score_gemma":0.000001590251,"domain_scores_codex":[0.9997261,0.000004873893,0.00006604313,0.00006017052,0.0000404624,0.0001023181],"domain_scores_gemma":[0.9998556,0.00001584648,0.000004281446,0.0001062625,0.000004375285,0.00001366763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009396725,0.00004937482,0.01450822,0.0005890787,0.0004792512,0.00005433448,0.001981267,0.1863403,0.003744615,0.07058087,0.2622941,0.4593692],"study_design_scores_gemma":[0.0003927256,0.00001143762,0.02718107,0.0003126597,0.00004107946,0.00000302158,0.0005111439,0.08253097,0.007143572,0.001857989,0.879714,0.0003003107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2485083,0.0005695574,0.00500017,0.0001847477,0.0002751833,0.00004927608,3.842884e-7,0.0004753234,0.7449371],"genre_scores_gemma":[0.9953446,0.00001355631,0.0005037323,0.0001074984,0.00003096444,0.000004615815,7.604947e-7,0.00000707253,0.003987224],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7468363,"threshold_uncertainty_score":0.1899721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00527848245370096,"score_gpt":0.2040190914385219,"score_spread":0.1987406089848209,"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."}}