{"id":"W4405888265","doi":"10.12968/s0262-1762(24)70136-9","title":"The Big Debate","year":2024,"lang":"en","type":"article","venue":"World Pumps","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Operations management; Engineering; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03159262,0.0009080168,0.002000806,0.001691156,0.006038377,0.01582319,0.003662782,0.03385426,0.04094795],"category_scores_gemma":[0.06564883,0.0005954385,0.001413409,0.001773086,0.02090283,0.02130692,0.007948293,0.04421757,0.01125766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008721611,"about_ca_system_score_gemma":0.02002237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008587028,"about_ca_topic_score_gemma":0.00825037,"domain_scores_codex":[0.9820416,0.006525021,0.0006980109,0.002405903,0.00553826,0.002791277],"domain_scores_gemma":[0.9558111,0.0231216,0.001452187,0.002225165,0.008530794,0.008859137],"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":[0.00006097168,0.00006508568,0.0003154874,0.000212863,0.00004172298,0.0001186243,0.0005981074,0.00008527648,0.00009857814,0.161537,0.8044196,0.03244665],"study_design_scores_gemma":[0.00004583581,0.0000123462,0.0003741433,0.000652073,0.0000136158,0.00006733895,0.001447259,0.00004881664,0.00004358531,0.1061798,0.8910905,0.00002479802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001984418,0.007337858,0.0002110513,0.9709396,0.01428977,0.000005395396,0.0000723878,0.00001280208,0.006932763],"genre_scores_gemma":[0.01184668,0.009260865,0.0005222546,0.9393642,0.02703869,0.00004921302,0.0001577104,0.00006740835,0.01169297],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04094795,"threshold_uncertainty_score":0.1670797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01744547732478992,"score_gpt":0.2711712986204657,"score_spread":0.2537258212956758,"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."}}