{"id":"W2158114043","doi":"10.1177/0002716212454831","title":"Does Changing a Light Bulb Lead to Changing the World? Political Action and the Conscious Consumer","year":2012,"lang":"en","type":"article","venue":"The Annals of the American Academy of Political and Social Science","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Consumption (sociology); Ordinary least squares; Crowds; Action (physics); Political action; Argument (complex analysis); Social psychology; Sociology; Political science; Positive economics; Social science; Economics; Psychology; Law; Econometrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002964337,0.0001240113,0.0002795312,0.00007241793,0.003069812,0.00007923746,0.0007318946,0.00004643897,0.000008232972],"category_scores_gemma":[0.0006025738,0.00004423208,0.0001233711,0.001348438,0.020541,0.0001954248,0.0004050244,0.0002816434,0.000002937656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000397526,"about_ca_system_score_gemma":0.00007154291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002050055,"about_ca_topic_score_gemma":0.0001270562,"domain_scores_codex":[0.9972181,0.000490592,0.0002168041,0.0001666666,0.0006551243,0.001252724],"domain_scores_gemma":[0.9986141,0.0007765043,0.0001865512,0.00009642874,0.0000873723,0.000239003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002637572,0.00001358599,0.0007296776,0.000004441455,0.00001425783,3.002091e-8,0.02532217,7.491587e-8,0.0005098602,0.9699567,0.0001028405,0.003319995],"study_design_scores_gemma":[0.0006097087,0.0000897347,0.1328857,0.0001224677,0.0002853954,0.00001031716,0.5691401,0.0001486189,0.010114,0.2393304,0.04656621,0.0006971942],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6290935,0.00009355402,0.000006729887,0.3658629,0.0001270261,0.0002431388,0.00000931555,0.00001335175,0.004550527],"genre_scores_gemma":[0.98056,0.00005618346,0.00001079603,0.01764348,0.0006840506,0.00001330409,7.512719e-8,0.000005034044,0.001027078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7306262,"threshold_uncertainty_score":0.9982281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07269608283682298,"score_gpt":0.408548100660564,"score_spread":0.335852017823741,"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."}}