{"id":"W4410886846","doi":"10.1109/mts.2025.3565029","title":"A Conversation on Waste and Local Action","year":2025,"lang":"en","type":"article","venue":"IEEE Technology and Society Magazine","topic":"Jewish and Middle Eastern Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Conversation; Action (physics); Computer science; Waste management; Business; Engineering; Sociology; Communication; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001562832,0.00006333326,0.00009832955,0.00006441966,0.0003524294,0.00001467421,0.00004450349,0.0002030719,0.000002284485],"category_scores_gemma":[0.00002966349,0.00006072656,0.00002476915,0.0002705297,0.0008580428,0.00006036532,0.00002666286,0.0001375385,0.00001211517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003446584,"about_ca_system_score_gemma":0.00002646542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003255379,"about_ca_topic_score_gemma":0.0002729491,"domain_scores_codex":[0.9995509,0.00002005643,0.00006920627,0.0001536761,0.00006257016,0.0001435481],"domain_scores_gemma":[0.9998142,0.00004090771,0.00002544019,0.00006154219,0.00003668704,0.00002119487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003603664,0.00006815771,0.02392483,0.00006817352,0.0001526992,0.000002916201,0.007595804,0.000002481859,0.002152326,0.4276039,0.009339323,0.5290533],"study_design_scores_gemma":[0.005570836,0.0007079642,0.02940154,0.0003624563,0.0002867599,0.00001049596,0.4603359,0.001468935,0.01085092,0.2461195,0.2439463,0.000938402],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635143,0.001673142,0.004056657,0.01467659,0.000449025,0.0001823137,0.000002415159,0.0002359997,0.0152096],"genre_scores_gemma":[0.9934825,0.00123214,0.00008267817,0.0005103276,0.00004470724,0.00001032875,6.017767e-7,0.000002294539,0.004634462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5281149,"threshold_uncertainty_score":0.3161494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782288014782166,"score_gpt":0.2904068484994765,"score_spread":0.2725839683516548,"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."}}