{"id":"W4405352293","doi":"","title":"Proceedings of the Toronto TEAM/ACES Workshop","year":2025,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Chicago; U.S. Department of Energy","keywords":"Library science; Psychology; Aeronautics; Engineering; Computer science","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":[0.004049521,0.001322645,0.0007241812,0.001540461,0.005199116,0.008041232,0.002067552,0.001919944,0.1037537],"category_scores_gemma":[0.002885752,0.0005025606,0.0009234353,0.00224495,0.001507567,0.001303338,0.003450799,0.002411643,0.02261356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02456741,"about_ca_system_score_gemma":0.03285591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4990022,"about_ca_topic_score_gemma":0.7119673,"domain_scores_codex":[0.9966582,0.0004211564,0.0001066362,0.00032383,0.001858507,0.0006315138],"domain_scores_gemma":[0.994764,0.0002896837,0.0001221025,0.0002837225,0.002245315,0.002295148],"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":[0.00007700462,0.0000414885,0.0001950852,0.0000709665,0.000006896592,0.0000898128,0.0002459025,0.0004384459,0.0001799741,0.003205946,0.9732405,0.02220813],"study_design_scores_gemma":[0.00001356471,0.0000164596,0.001276244,0.00009462042,0.000005284796,0.0000259694,0.0004969196,0.0002305782,0.0001439429,0.0007058882,0.9969798,0.0000107486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01431033,0.02941965,0.005735087,0.06965995,0.03663129,0.000475069,0.008827497,0.0009179115,0.8340231],"genre_scores_gemma":[0.06085624,0.01650745,0.004721437,0.003250055,0.005371907,0.000297246,0.01108299,0.0005416109,0.8973712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4990022,"threshold_uncertainty_score":0.9921954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006189978509528316,"score_gpt":0.1983377585503779,"score_spread":0.1921477800408496,"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."}}