{"id":"W244648826","doi":"","title":"Surfrider: Bringing a Wave of Information Through Collective Action, an Individual Choice and Collective Action Analysis in an Environmental Setting","year":2008,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Collective action; Action (physics); Social psychology; Psychology; Political science; Politics; Physics; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.001361143,0.0001743925,0.0005378031,0.001434554,0.0008752094,0.0001464987,0.0003298177,0.0001260442,0.0001887538],"category_scores_gemma":[0.0004127251,0.0001977865,0.0001706039,0.002547367,0.0002728837,0.004550302,0.0002174838,0.0001856691,0.000007142842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127086,"about_ca_system_score_gemma":0.0001730809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002114969,"about_ca_topic_score_gemma":0.008206112,"domain_scores_codex":[0.9971258,0.0004082868,0.0005741655,0.0004469946,0.001204422,0.0002403334],"domain_scores_gemma":[0.9974934,0.0008940869,0.0008673397,0.0003740435,0.000260606,0.0001105594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002903756,0.0002115731,0.8712687,0.00001744766,0.0003693063,0.00001300858,0.1148155,0.00716575,0.0001517712,0.003892457,0.0003620893,0.001442054],"study_design_scores_gemma":[0.0007381481,0.00012703,0.5945767,0.00001015762,0.00008104157,0.0000224624,0.07471602,0.01606053,0.000005426068,0.3134356,0.00007319059,0.0001537314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592031,0.00004788655,0.03942232,0.00001658319,0.00008434754,0.0002512942,0.0000818132,0.00002243569,0.0008702126],"genre_scores_gemma":[0.9973267,0.000007660314,0.002124463,0.00001803854,0.0000256072,6.067902e-7,0.00002402167,0.000006367628,0.0004665851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3095432,"threshold_uncertainty_score":0.8065501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341945959800859,"score_gpt":0.3332143687058656,"score_spread":0.1990197727257797,"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."}}