{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008926611,0.00008241183,0.00007022828,0.00002034158,0.00008674953,0.00002412838,0.0001123825,0.00004136101,0.9998719],"category_scores_gemma":[0.00001216983,0.00008050429,0.00003447531,0.0001810791,0.00004168593,0.000122472,0.0000323575,0.00006018764,0.9998623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007179,"about_ca_system_score_gemma":0.000002918014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001111699,"about_ca_topic_score_gemma":0.000002534976,"domain_scores_codex":[0.9993458,0.00002310356,0.0001038448,0.0001885682,0.0001678899,0.000170773],"domain_scores_gemma":[0.9996838,0.000009542634,0.00001691401,0.0001608054,0.00000339413,0.0001255701],"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":[0.00001393336,0.00001820813,1.913622e-7,5.530117e-7,0.000001803827,9.725366e-7,0.00001380784,0.0002242946,0.0002442766,1.588137e-7,0.2319975,0.7674843],"study_design_scores_gemma":[0.0001236361,0.00007591453,0.0002834462,0.000003207009,0.000004641959,0.000004164322,7.299237e-7,0.0002504688,0.001010538,0.0000104782,0.998118,0.0001147115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002554292,0.00000487747,0.000001623478,0.000192353,0.000001993745,0.0001040316,0.000003841191,0.0001027259,0.9970343],"genre_scores_gemma":[0.000633449,1.882055e-7,0.0001130807,0.00009552759,0.00004776975,0.00001169497,0.000005837769,0.00001130046,0.9990811],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7673696,"threshold_uncertainty_score":0.3282869,"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."}}