{"id":"W4285123483","doi":"10.5840/envirophil2022531115","title":"The Lesser Number: On Action and Geoengineering","year":2022,"lang":"en","type":"article","venue":"Environmental Philosophy","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Epistemology; Value (mathematics); Process (computing); Environmental ethics; Geoengineering; Political science; Sociology; Management science; Economics; Computer science; Philosophy; Climate change; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000615135,0.00008397515,0.00006401828,0.00002821826,0.002414947,0.00004634082,0.0001458095,0.00002334826,0.0002441743],"category_scores_gemma":[0.00002525922,0.00007716458,0.00002941288,0.0001039156,0.0001927998,0.00012317,0.0001065031,0.0002006335,0.00002947057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005422729,"about_ca_system_score_gemma":0.00001304308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002155659,"about_ca_topic_score_gemma":0.00002435037,"domain_scores_codex":[0.998913,0.000179604,0.0001325972,0.0001780776,0.0004120755,0.0001846544],"domain_scores_gemma":[0.9996643,0.00008093753,0.00005655881,0.0001586744,0.000003411822,0.00003614051],"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":[0.00007566203,0.0002912892,0.05080107,0.00003421981,0.00005431017,0.00001048994,0.01853434,0.002781457,0.0006643383,0.9162978,0.001353888,0.009101138],"study_design_scores_gemma":[0.0006461439,0.0002031679,0.07685585,0.000008540812,0.00001640432,0.00001094889,0.0375801,0.0003528606,0.0001268867,0.1455854,0.7380801,0.0005336095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965241,0.00007066962,0.00001476489,0.00488391,0.0005399145,0.0003633376,0.000008253989,0.0000542104,0.0288239],"genre_scores_gemma":[0.9983597,0.00002117106,0.000006538806,0.0001484482,0.0004091921,0.0000733912,0.000009453071,0.00001381616,0.0009583046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7707124,"threshold_uncertainty_score":0.9988838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800149983729653,"score_gpt":0.2805682231325781,"score_spread":0.2625667232952815,"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."}}