{"id":"W4394999755","doi":"10.18174/632159","title":"Bronnen en oorzaken van zwerfafval in de Rotte en ideeen voor vervolgstappen : resultaten van een analyse met lokale betrokkenen op basis van de Litter-ID methodologie","year":2023,"lang":"nl","type":"report","venue":"","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Humanities; Medicine; Psychology; Philosophy","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.01477754,0.001677817,0.002185444,0.001007929,0.0004395623,0.000367093,0.003166124,0.001314052,0.02834416],"category_scores_gemma":[0.002233584,0.00169269,0.0008408214,0.001736732,0.0005873104,0.0009293928,0.004514539,0.001797755,0.008671556],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008802054,"about_ca_system_score_gemma":0.0004709465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05645842,"about_ca_topic_score_gemma":0.01624494,"domain_scores_codex":[0.9846798,0.00424422,0.002793387,0.003145556,0.002399324,0.002737766],"domain_scores_gemma":[0.9930556,0.002299932,0.001174129,0.002380515,0.00004922993,0.001040638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000963442,0.001688026,0.6189681,0.001201782,0.004228869,0.003956235,0.006954326,0.03270679,0.0316249,0.0001542666,0.1501603,0.147393],"study_design_scores_gemma":[0.002774902,0.0006963834,0.6851216,0.0003737013,0.001598641,0.00006110042,0.008790557,0.003343515,0.0098515,0.002109912,0.2824017,0.002876531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6653623,0.0009100531,0.01852614,0.02382386,0.001640794,0.009399246,0.00195795,0.00141284,0.2769668],"genre_scores_gemma":[0.2600974,0.01987775,0.1570252,0.01496141,0.001352669,0.001644571,0.004365159,0.001164032,0.5395118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4052648,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134040431704239,"score_gpt":0.359323195651564,"score_spread":0.2459191524811401,"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."}}