{"id":"W4280541176","doi":"10.1017/9781108819732.001","title":"Preface","year":2022,"lang":"en","type":"other","venue":"Ecotoxicology","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Institut National de la Recherche Scientifique","funders":"","keywords":"Underpinning; Environmental planning; Engineering ethics; Environmental science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006773857,0.0009619184,0.0007148209,0.001865716,0.001950898,0.003893237,0.001146482,0.001202664,0.5261315],"category_scores_gemma":[0.004174901,0.0003241005,0.000531701,0.001607134,0.0005466241,0.002918241,0.002063955,0.002426698,0.4035411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001556739,"about_ca_system_score_gemma":0.001484643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002186293,"about_ca_topic_score_gemma":0.003027514,"domain_scores_codex":[0.9993073,0.00006853474,0.00003798614,0.0001272284,0.0004029839,0.00005596716],"domain_scores_gemma":[0.998038,0.0002756785,0.0000763413,0.0001716805,0.001106682,0.0003315821],"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":[0.00001582939,0.00001971121,0.00006990478,0.00009022975,0.000001221879,0.00004722048,0.00008850159,0.00005841944,0.0001605846,0.004292613,0.9452284,0.04992747],"study_design_scores_gemma":[0.000001250366,0.000006883978,0.0001075851,0.00006515087,5.828007e-7,0.00004766567,0.00004723451,0.00001666307,0.00004225563,0.0010184,0.9986444,0.000001940658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001049937,0.006295376,0.003448435,0.01049657,0.04701177,0.0002640862,0.004996839,0.001297067,0.9251399],"genre_scores_gemma":[0.002342642,0.002896331,0.001506846,0.001877018,0.004478238,0.00009228977,0.00363026,0.0005214351,0.982655],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5261315,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007280278000330142,"score_gpt":0.2292100130292348,"score_spread":0.2219297350289047,"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."}}