{"id":"W4403301942","doi":"10.3390/textiles4040027","title":"From Fabric to Fallout: A Systematic Review of the Impact of Textile Parameters on Fibre Fragment Release","year":2024,"lang":"en","type":"review","venue":"Textiles","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Textile; Fragment (logic); Pulp and paper industry; Environmental science; Business; Polymer science; Chemistry; Materials science; Composite material; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002619942,0.0003937057,0.001710308,0.00006819468,0.00003260447,0.00001846035,0.0005777342,0.0001217587,0.0011078],"category_scores_gemma":[0.0004305074,0.0001941655,0.0009436223,0.0004842749,0.00008458163,0.00002141641,0.0002817814,0.0002231835,0.001622567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003532168,"about_ca_system_score_gemma":0.00008205623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007561746,"about_ca_topic_score_gemma":0.00000898291,"domain_scores_codex":[0.9977742,0.0002314243,0.0009399004,0.0003837312,0.0004525971,0.0002180892],"domain_scores_gemma":[0.9980537,0.0004528968,0.0005946793,0.000777197,0.000007812157,0.00011368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000005684391,0.00009336746,0.000001281508,0.9358388,0.0003013801,0.000005577234,0.0002017303,0.0003908496,0.0000184224,0.00001739625,0.01928541,0.04384017],"study_design_scores_gemma":[0.000038399,0.0001552296,0.00002690675,0.9808634,0.002676062,0.0000084554,0.00001338485,0.000125542,0.000005751428,0.00004684014,0.01578703,0.0002530279],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005714453,0.9949914,0.0000429039,0.00001142257,0.0001956311,0.002043683,0.001650135,0.00001417049,0.0004791891],"genre_scores_gemma":[0.003605881,0.9957736,0.00005527683,0.00005520808,0.00002378649,0.000100982,0.00004223104,0.00003487736,0.0003082269],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04502464,"threshold_uncertainty_score":0.9998053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201653901925544,"score_gpt":0.2931541991455971,"score_spread":0.2729888089530427,"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."}}