{"id":"W4399365312","doi":"10.1139/cjfas-2023-0325","title":"On the need to avoid apple-to-orange comparisons in microplastic research","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orange (colour); Environmental science; Biology; Ecology; Horticulture","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1546663,0.0009309154,0.001653952,0.006792897,0.005328706,0.01126362,0.005333463,0.003296954,0.01139053],"category_scores_gemma":[0.2427024,0.000654511,0.001721864,0.005580941,0.007217451,0.01380245,0.00824533,0.009855174,0.003427673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003843424,"about_ca_system_score_gemma":0.00476839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007677048,"about_ca_topic_score_gemma":0.02211309,"domain_scores_codex":[0.9158622,0.05361239,0.006785218,0.00438414,0.01822849,0.001127621],"domain_scores_gemma":[0.7416657,0.1984846,0.01078216,0.01503256,0.03093787,0.003097106],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001218062,0.000387961,0.02008871,0.005384426,0.0007469524,0.000921168,0.01436159,0.002195688,0.005400577,0.2175069,0.2163536,0.5154343],"study_design_scores_gemma":[0.0001366475,0.0004545404,0.02025308,0.005308473,0.0002152133,0.0005921798,0.00651459,0.001970209,0.006540983,0.1680667,0.7897099,0.0002375177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07187811,0.05116015,0.258183,0.3455074,0.0488435,0.002501047,0.005433386,0.002445462,0.2140479],"genre_scores_gemma":[0.3266375,0.01940775,0.4482994,0.1661516,0.006806563,0.003314114,0.001823124,0.003805133,0.02375485],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8453337,"threshold_uncertainty_score":0.8179634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04603409120546826,"score_gpt":0.2681676714496312,"score_spread":0.2221335802441629,"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."}}