{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007366105,0.00008455303,0.0000623407,0.000009898251,0.00004227553,0.00001271201,0.00004671986,0.0001129219,0.01901925],"category_scores_gemma":[0.00000338352,0.00008414526,0.00002107387,0.00005184333,0.0001879562,0.0001134578,0.000074267,0.0001525584,0.0004707694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588307,"about_ca_system_score_gemma":0.000002279046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001049751,"about_ca_topic_score_gemma":0.00001090007,"domain_scores_codex":[0.9994286,0.00001293649,0.00009774479,0.000252633,0.00007122891,0.000136823],"domain_scores_gemma":[0.9998438,0.00001744578,0.0000114577,0.00007173194,9.399409e-8,0.00005551829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001042388,0.00005966477,0.01191832,0.00001887916,0.000005439284,0.00006601455,0.000166699,0.00002825497,0.9749966,0.00001409888,0.003224863,0.009490746],"study_design_scores_gemma":[0.0005105927,0.00006224801,0.06296477,0.00001887183,0.00001490487,0.0002207429,0.0002842097,0.0008981974,0.6287676,0.001528372,0.3044079,0.0003215944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793297,0.0002747848,0.00001004548,0.0003631382,0.0003309426,0.00004855948,0.000004453112,0.00002888748,0.01960949],"genre_scores_gemma":[0.9926249,0.0001693873,0.00005010204,0.0002793807,0.00009744684,0.00001735588,0.000007210225,0.000007661184,0.006746547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.346229,"threshold_uncertainty_score":0.9818775,"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."}}