{"id":"W2112903263","doi":"10.1177/0270467603256079","title":"Student Inquiries into Neglected Research for a Sustainable Society: Communication and Application","year":2003,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Western University","funders":"","keywords":"Sustainability; Action (physics); Interpersonal communication; State (computer science); Action research; Sustainable development; Political science; Engineering ethics; Public relations; Management science; Sociology; Engineering; Computer science; Pedagogy; Ecology; Social science; Law","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.008453681,0.0001053884,0.0001732007,0.0002229464,0.004112374,0.0001245095,0.001014084,0.0002932895,0.00002596471],"category_scores_gemma":[0.003881934,0.0001141561,0.00007653538,0.003813944,0.03537476,0.0001745916,0.0003035375,0.000314588,0.000003388325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001061551,"about_ca_system_score_gemma":0.001346898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163827,"about_ca_topic_score_gemma":0.00005262922,"domain_scores_codex":[0.9976116,0.0002252258,0.0002893596,0.000489187,0.0006837023,0.0007008539],"domain_scores_gemma":[0.9952118,0.0006775319,0.0001648057,0.0006252577,0.003236904,0.00008374412],"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":[0.000005289117,0.000214327,0.008383223,0.00009467366,0.00001432766,5.497723e-8,0.1345295,0.00000543028,0.002973374,0.8350641,0.01731666,0.001399058],"study_design_scores_gemma":[0.0001835815,0.00006935943,0.00126139,0.000009780249,0.000008253861,4.348011e-7,0.5688789,0.00001514936,0.001975829,0.1065746,0.3209313,0.00009146346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276022,0.001420317,0.002382475,0.0637043,0.0000585768,0.002295707,7.127344e-7,0.000226312,0.002309334],"genre_scores_gemma":[0.9691467,0.0004989419,0.02845671,0.0001305016,0.00002135935,0.0007585407,0.000001840134,0.000009882881,0.0009755677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7284894,"threshold_uncertainty_score":0.9971842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02669710800934229,"score_gpt":0.4128647580598041,"score_spread":0.3861676500504618,"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."}}