{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02585215,0.0009749547,0.001574502,0.004572488,0.02425426,0.03249323,0.002927409,0.01251952,0.02413405],"category_scores_gemma":[0.04833219,0.0007761639,0.0006204185,0.005889971,0.05745388,0.06018374,0.01874724,0.03396254,0.00374834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01202931,"about_ca_system_score_gemma":0.02605529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01391516,"about_ca_topic_score_gemma":0.01846148,"domain_scores_codex":[0.9828414,0.009227077,0.0006524107,0.001187937,0.004285184,0.001806139],"domain_scores_gemma":[0.9532467,0.02065615,0.001726074,0.004796777,0.007712326,0.01186192],"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":[0.00003243646,0.00003421434,0.0002807119,0.0001108958,0.00001197743,0.0001018014,0.01161827,0.00007590168,0.00008193321,0.8220317,0.1403753,0.02524485],"study_design_scores_gemma":[0.00001323101,0.00001722592,0.0002247881,0.000303722,0.000004802692,0.0001448005,0.01656831,0.0001054229,0.00004476326,0.3223717,0.6601742,0.00002699883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003649718,0.03137613,0.004117838,0.8967494,0.02102522,0.00001454576,0.0000931677,0.0001484552,0.04282552],"genre_scores_gemma":[0.4742852,0.07175305,0.02313035,0.2506939,0.03685514,0.0002930363,0.0002765242,0.001007994,0.1417048],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03249323,"threshold_uncertainty_score":0.1367208,"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."}}