{"id":"W4405196339","doi":"10.1007/978-3-031-77327-3_11","title":"Polystyrene: A Hazardous Risk to Marine as Well as Human Life","year":2024,"lang":"en","type":"book-chapter","venue":"World sustainability series","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Hazardous waste; Expanded polystyrene; Human life; Polystyrene; Environmental science; Waste management; Engineering; Materials science; Political 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004045869,0.0006192669,0.0005393869,0.0002373584,0.0004093019,0.0001930527,0.0004116404,0.0002584355,0.04838487],"category_scores_gemma":[0.0004155816,0.0006033464,0.0002443495,0.0001971299,0.0007799165,0.0001354017,0.001370445,0.0007397846,0.01540367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001455995,"about_ca_system_score_gemma":0.0002365752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00917394,"about_ca_topic_score_gemma":0.02891188,"domain_scores_codex":[0.9971551,0.0000438643,0.0005764156,0.001042626,0.0005498006,0.0006322492],"domain_scores_gemma":[0.998287,0.0001182183,0.000180726,0.0008353567,0.00005856599,0.000520166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000778307,0.0001703331,0.005948643,0.0009107948,0.0002826042,0.0007273433,0.001236789,0.001442728,0.0001377695,0.8469349,0.1314151,0.0100147],"study_design_scores_gemma":[0.00008954197,0.0002417894,0.001220826,0.00004155573,0.000120676,0.00001749646,0.0001439815,0.00001295889,0.00003776217,0.2872953,0.7102916,0.0004864978],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01214417,0.0001552752,0.00005999069,0.002954681,0.0006131331,0.001020918,0.0001962718,0.0002202923,0.9826353],"genre_scores_gemma":[0.1412831,0.0000517127,0.0001232767,0.000334871,0.0002225137,0.00003267155,0.0000578445,0.00008430734,0.8578097],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5788764,"threshold_uncertainty_score":0.9996418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004043279444678397,"score_gpt":0.214689149438329,"score_spread":0.2106458699936506,"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."}}