{"id":"W4406585783","doi":"10.1016/s0967-0653(98)83397-8","title":"10.1016/s0967-0653(98)83397-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transformation (genetics); Aqueous solution; Acrylic acid; Chemistry; Photochemistry; Organic chemistry; Polymer; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001195998,0.002945112,0.002071419,0.002833621,0.002574661,0.004026811,0.003574357,0.006282188,0.9894745],"category_scores_gemma":[0.001838788,0.001042195,0.001681843,0.002501325,0.002228539,0.005664311,0.003170927,0.002960044,0.9932551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204383,"about_ca_system_score_gemma":0.001174661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004831648,"about_ca_topic_score_gemma":0.003876938,"domain_scores_codex":[0.999355,0.00004089314,0.00005507888,0.0002362484,0.0001707794,0.0001420193],"domain_scores_gemma":[0.9975533,0.0005958613,0.0001658107,0.0002651859,0.0006164274,0.0008034203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004364314,0.000238509,0.0008916328,0.0006490374,0.00004293602,0.0002629446,0.0001325554,0.0004437598,0.002193205,0.00534742,0.4055642,0.5837975],"study_design_scores_gemma":[0.000059584,0.0001328346,0.0005798962,0.0003549965,0.00001475998,0.0003365488,0.0001190181,0.0001729743,0.0003040907,0.0005218163,0.9973801,0.00002334518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004232851,0.0003961273,0.0006509828,0.0003906597,0.0003116309,0.0001142778,0.0006664626,0.0008186904,0.996228],"genre_scores_gemma":[0.0004897356,0.0001861122,0.0003001378,0.0002036079,0.00006492563,0.00006090143,0.0003100881,0.0001365896,0.9982479],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01052547,"threshold_uncertainty_score":0.01501322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004039302741804395,"score_gpt":0.1592820974495916,"score_spread":0.1552427947077872,"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."}}