{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002899938,0.0009007813,0.000525347,0.001813218,0.01223779,0.01003696,0.002732307,0.00412296,0.2077542],"category_scores_gemma":[0.01321602,0.0003624232,0.0007441027,0.001784995,0.006968413,0.006408383,0.007412266,0.005604031,0.05471365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01245101,"about_ca_system_score_gemma":0.01210748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1368343,"about_ca_topic_score_gemma":0.1708622,"domain_scores_codex":[0.9959645,0.000478207,0.0001626791,0.0007472569,0.001499934,0.001147463],"domain_scores_gemma":[0.9946147,0.0006154297,0.0002750103,0.0008111972,0.002709503,0.0009742203],"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":[0.00008990565,0.00003026542,0.002063815,0.0002518654,0.00001805634,0.0009043643,0.008033199,0.0002020908,0.000542084,0.4717425,0.381444,0.1346777],"study_design_scores_gemma":[0.000003225439,0.000007026835,0.0005117727,0.0001901012,0.000003627098,0.0001561127,0.002433964,0.00003411722,0.00008765616,0.0134202,0.9831418,0.00001039278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007553831,0.003712117,0.009506396,0.05375348,0.009171597,0.0001720836,0.001265074,0.000572626,0.9142928],"genre_scores_gemma":[0.1464988,0.004283773,0.006489711,0.02410446,0.001639538,0.0001913488,0.001769575,0.0007840099,0.8142388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2077542,"threshold_uncertainty_score":0.695007,"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."}}