{"id":"W7135334676","doi":"","title":"An Evaluation of Fish Oil as a Low Environmental Impact Alternative Paint Binder System: A Review Of North American Fish Oil Production and Use","year":2025,"lang":"en","type":"other","venue":"Scholarly Commons (University of Pennsylvania)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fish <Actinopterygii>; Environmental impact assessment; Fish oil; Cultural heritage; Indigenous; Work (physics); Fossil fuel; Oil production","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":[0.001352012,0.0003356375,0.0004279574,0.004404144,0.0004357319,0.001246114,0.0004034748,0.0004152281,0.00108798],"category_scores_gemma":[0.001642275,0.0002075096,0.0004240013,0.005688385,0.0004758566,0.001393385,0.0003690638,0.0004983026,0.0001539468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574446,"about_ca_system_score_gemma":0.003742694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01329115,"about_ca_topic_score_gemma":0.04130498,"domain_scores_codex":[0.999436,0.0001220521,0.0001013642,0.00008181379,0.0002199156,0.00003879495],"domain_scores_gemma":[0.9981101,0.0009429097,0.0003131595,0.00002278337,0.0005648614,0.00004630562],"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":[0.0001247883,0.0001106966,0.004697573,0.05664665,0.0001876223,0.0004461018,0.002428023,0.000546737,0.010058,0.004169326,0.007300252,0.9132842],"study_design_scores_gemma":[0.000007673185,0.0005604284,0.03374343,0.0293102,0.0007252462,0.001137724,0.005487595,0.0003407736,0.007276415,0.0007494664,0.9206089,0.00005216228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01222455,0.9827895,0.0002299567,0.0005678883,0.0001032275,0.00001555277,0.00007190226,0.000004751192,0.003992573],"genre_scores_gemma":[0.02435514,0.9739051,0.0004929811,0.0002246122,0.00004860813,0.0000128633,0.00006323319,0.00000412632,0.0008932878],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01329115,"threshold_uncertainty_score":0.02642757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283528365421904,"score_gpt":0.2624804984733027,"score_spread":0.2396452148190836,"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."}}