{"id":"W2914455332","doi":"10.15695/amqst.v3i2.75","title":"An Erratic Journey Through Science and Society","year":2006,"lang":"en","type":"article","venue":"AmeriQuests","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Engineering ethics; Political science; Sociology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.002530372,0.00008439464,0.00012265,0.00008111164,0.0005427041,0.0009315007,0.0005166329,0.00003246962,0.00008615425],"category_scores_gemma":[0.0003569725,0.00006005662,0.00003097608,0.001331761,0.000896381,0.002056382,0.0001278625,0.0001056793,0.00007563398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006234881,"about_ca_system_score_gemma":0.0003582092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001269052,"about_ca_topic_score_gemma":0.0003487144,"domain_scores_codex":[0.9973903,0.0001158867,0.0002608331,0.000403238,0.001539498,0.0002902889],"domain_scores_gemma":[0.9982833,0.0001163023,0.00009176245,0.000393209,0.001003657,0.0001117742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001414693,0.0005555402,0.03076555,0.00001525848,0.00001802346,0.00006164143,0.02295657,0.0002578203,0.2715284,0.1005714,0.5049077,0.06822065],"study_design_scores_gemma":[0.0008102631,0.002139863,0.3108937,0.00004646371,0.0000102855,0.0001230532,0.02261778,0.05806334,0.0338586,0.5225785,0.04810793,0.0007502284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569179,0.00009373226,0.004508631,0.002897157,0.0001386331,0.0001380237,0.000004460123,0.00004242734,0.03525902],"genre_scores_gemma":[0.9945746,0.000008969164,0.003422841,0.0003674163,0.0001777972,0.000008760439,0.000001861455,0.000005292179,0.001432455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4567998,"threshold_uncertainty_score":0.8982483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06935422168388106,"score_gpt":0.4629298046641284,"score_spread":0.3935755829802474,"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."}}