{"id":"W4400584702","doi":"10.53962/h3gv-g93x","title":"PubCast: What makes a convivial community tool? Investigating grassroots ecological restoration","year":2024,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Grassroots; Ecology; Geography; Sociology; Political science; Biology","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":["insufficient_payload"],"category_scores_codex":[0.002853038,0.0003537148,0.0003568631,0.000123324,0.0002593464,0.0004105153,0.0006601343,0.0007612139,0.01345328],"category_scores_gemma":[0.0007054798,0.0003111216,0.0001260564,0.0003048386,0.001900504,0.0004096415,0.001285366,0.002731205,0.02152387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004654044,"about_ca_system_score_gemma":0.0000350099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006962203,"about_ca_topic_score_gemma":0.0009409736,"domain_scores_codex":[0.9958704,0.001514648,0.0003611751,0.0005419548,0.001130217,0.0005815733],"domain_scores_gemma":[0.9984439,0.0004376119,0.0001431132,0.0007170253,0.000005137069,0.0002531879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002194163,0.0003940584,0.001308707,0.0005557054,0.00009579384,0.0001174047,0.002063845,0.00007949253,0.004150797,0.004937948,0.9816281,0.004646189],"study_design_scores_gemma":[0.000616907,0.0007364622,0.004564819,0.001727638,0.00007967593,0.00002030704,0.002039571,0.0003127129,0.0006407631,0.2127994,0.7750174,0.001444326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03579197,0.0008836312,0.00004177678,0.004242039,0.0005016074,0.001132138,0.0001037538,0.0003963365,0.9569067],"genre_scores_gemma":[0.2194505,0.001614707,0.001077955,0.001374304,0.0008384948,0.0001795324,0.0002829788,0.0007181212,0.7744634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2078614,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1468858522091555,"score_gpt":0.358676356837745,"score_spread":0.2117905046285894,"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."}}