{"id":"W4376112460","doi":"10.31223/x5f66s","title":"Technology cannot fix this: To stay within planetary boundaries, plastic growth must be tackled","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Planetary boundaries; Operationalization; Plastic pollution; Boundary (topology); Baseline (sea); Lead (geology); Circular economy; Set (abstract data type); QUIET; Resource (disambiguation); Risk analysis (engineering); State (computer science); Computer science; Business; Pollution; Operations research; Industrial organization; Engineering; Geology; Mathematics; Political science; Epistemology; Physics; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01052343,0.001150337,0.001550457,0.001007798,0.005396901,0.01472913,0.002758837,0.0176792,0.01349943],"category_scores_gemma":[0.02302353,0.000422277,0.0009838823,0.001291865,0.03111382,0.0391972,0.01330292,0.01962141,0.006413544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003842956,"about_ca_system_score_gemma":0.004333349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001906661,"about_ca_topic_score_gemma":0.00170478,"domain_scores_codex":[0.9906686,0.002823058,0.0004829157,0.001959096,0.003458566,0.0006078229],"domain_scores_gemma":[0.9868962,0.007144066,0.001306968,0.002024191,0.001919825,0.0007087716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003227883,0.00002301006,0.0003150105,0.0002904073,0.00002888463,0.0001969502,0.001533873,0.0004288775,0.0005237556,0.8959105,0.0755405,0.02517592],"study_design_scores_gemma":[0.000005047046,0.00002497431,0.0001896543,0.0003357625,0.000009227411,0.0002200536,0.00167251,0.0002342843,0.0005632793,0.5705829,0.4261286,0.0000337228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003932489,0.02768451,0.03092678,0.8616939,0.01599732,0.00002557419,0.0001734994,0.0002275656,0.05933846],"genre_scores_gemma":[0.3067672,0.0693249,0.04269151,0.4845072,0.02965686,0.0002712288,0.0004968048,0.00149736,0.06478704],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0176792,"threshold_uncertainty_score":0.05565387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600272894143805,"score_gpt":0.2154592595589871,"score_spread":0.1994565306175491,"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."}}