{"id":"W3024245531","doi":"10.1177/0003702820930292","title":"Reporting Guidelines to Increase the Reproducibility and Comparability of Research on Microplastics","year":2020,"lang":"en","type":"article","venue":"Applied Spectroscopy","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":411,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Toronto","funders":"Agence Nationale de la Recherche","keywords":"Microplastics; Comparability; Checklist; Data science; Standardization; Computer science; Environmental science; Environmental planning; Environmental resource management; Psychology; Environmental chemistry; Chemistry; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6392217,0.004480944,0.007191336,0.04073353,0.008604232,0.01939823,0.01619899,0.01808045,0.01828029],"category_scores_gemma":[0.7848382,0.00579683,0.009801308,0.02531906,0.01132543,0.01597419,0.01396834,0.01829542,0.01707248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01251507,"about_ca_system_score_gemma":0.06239659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00871622,"about_ca_topic_score_gemma":0.005914421,"domain_scores_codex":[0.1997864,0.3903305,0.3200639,0.01153913,0.07248216,0.005797944],"domain_scores_gemma":[0.06232221,0.3625667,0.08515085,0.1341308,0.3512148,0.004614646],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001531394,0.0009595601,0.008425519,0.03536397,0.0009395836,0.001813325,0.01820801,0.00325878,0.009745562,0.09748495,0.559709,0.2625603],"study_design_scores_gemma":[0.0006045369,0.0005509683,0.007421481,0.04057962,0.000552647,0.0006111414,0.004723632,0.003953726,0.008686419,0.04553286,0.8860537,0.0007292799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007358562,0.007388656,0.6302994,0.0574781,0.02154322,0.163581,0.0359615,0.01285637,0.06353322],"genre_scores_gemma":[0.01728305,0.005391285,0.7335821,0.01427869,0.003017418,0.1920472,0.0219954,0.002860568,0.009544273],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3607783,"threshold_uncertainty_score":0.4449039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273341453104509,"score_gpt":0.3787935356573366,"score_spread":0.2514593903468857,"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."}}