{"id":"W368706416","doi":"10.7202/028307ar","title":"Individual or Collective Action? A Problem for Professional Engineers","year":2005,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Collective action; Action (physics); Political science; Public relations; Engineering ethics; Sociology; Psychology; Law and economics; Law; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01483265,0.000510168,0.001058786,0.001487447,0.01538041,0.01111566,0.002331905,0.01325052,0.007128333],"category_scores_gemma":[0.02118959,0.0004099089,0.0007059063,0.002090407,0.06589077,0.01399878,0.006475596,0.009353341,0.001049025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01181024,"about_ca_system_score_gemma":0.01587228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1150183,"about_ca_topic_score_gemma":0.1163138,"domain_scores_codex":[0.9873505,0.005995574,0.0003523164,0.001730185,0.002711449,0.001859961],"domain_scores_gemma":[0.9806722,0.01354554,0.0008806567,0.001002177,0.002073474,0.001826079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003054358,0.00003091618,0.001579335,0.0001270942,0.00001336529,0.0001606966,0.03416974,0.0001919936,0.00005521991,0.9063353,0.02897028,0.02833556],"study_design_scores_gemma":[0.00003514204,0.00003810953,0.001877377,0.0004120414,0.00001453645,0.0002951766,0.1053987,0.0005356997,0.0001056071,0.571376,0.3198566,0.00005486772],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0220257,0.01391726,0.006155807,0.8154965,0.001454313,0.00002740627,0.0000262973,0.00005618005,0.1408406],"genre_scores_gemma":[0.8333617,0.01277908,0.005857068,0.07374716,0.002964634,0.000153103,0.00003316727,0.0001324046,0.07097171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1150183,"threshold_uncertainty_score":0.2286977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05587615949277013,"score_gpt":0.339099679335491,"score_spread":0.2832235198427208,"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."}}