{"id":"W4394873775","doi":"10.1002/etc.5855","title":"In Memoriam: Don Mackay","year":2024,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; ARC Resources (Canada); The Scarborough Hospital; University of Toronto","funders":"","keywords":"Environmental ethics; Library science; Engineering; Philosophy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002870401,0.001697229,0.001373801,0.001202205,0.005017964,0.006957682,0.001979983,0.004432109,0.07759578],"category_scores_gemma":[0.01489746,0.0005540008,0.001045919,0.000553934,0.001587052,0.003896145,0.003915777,0.01313555,0.05337786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003651307,"about_ca_system_score_gemma":0.006095976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007762108,"about_ca_topic_score_gemma":0.0150055,"domain_scores_codex":[0.9971913,0.0004190875,0.000162806,0.0006594247,0.001153232,0.0004142223],"domain_scores_gemma":[0.9932525,0.0006296887,0.0002654149,0.0001969346,0.003500129,0.002155264],"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":[0.000008719073,0.000003409264,0.00002724335,0.00001185144,0.000001247318,0.00002903396,0.00002691332,0.000003874784,0.00001474696,0.0002879314,0.9964321,0.003152991],"study_design_scores_gemma":[0.000003109103,0.000007867624,0.00008019996,0.0000570416,0.000001896023,0.00009605078,0.0001175143,0.00000947098,0.00003393245,0.0002333454,0.9993544,0.000005219166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0003728276,0.01421031,0.0003641538,0.4273582,0.5277151,0.00006493816,0.0006165722,0.0002407127,0.02905717],"genre_scores_gemma":[0.006357684,0.01443263,0.0006384175,0.2409038,0.1253075,0.0001586696,0.0007481847,0.0003801115,0.6110731],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07759578,"threshold_uncertainty_score":0.2595837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002815232409652247,"score_gpt":0.1976699883364338,"score_spread":0.1948547559267815,"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."}}