{"id":"W3024746567","doi":"10.33137/jaste.v5i1.34279","title":"Student-led Research-informed Actions on Socio-scientific Issues","year":2020,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Engineering ethics; Public relations; Action research; Sociology; Political science; Pedagogy; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001385338,0.00009253538,0.00010023,0.0004853379,0.001512585,0.0003534329,0.000517289,0.0001433538,0.000007817614],"category_scores_gemma":[0.002882075,0.00007407465,0.00003599944,0.0007909146,0.001896968,0.00003655822,0.0001624245,0.0003451953,0.00001826736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009267153,"about_ca_system_score_gemma":0.00213705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001953055,"about_ca_topic_score_gemma":0.000005347718,"domain_scores_codex":[0.9984121,0.00002207598,0.0002026048,0.0002906198,0.0006600008,0.0004126352],"domain_scores_gemma":[0.9982644,0.00003575891,0.00009374061,0.0002063909,0.00113317,0.0002664842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001001351,0.0003660929,0.001535287,0.00005555321,0.00003412436,6.062984e-7,0.00123045,0.000001326047,0.7356948,0.002055864,0.08859654,0.1703293],"study_design_scores_gemma":[0.0005976282,0.002962094,0.002508384,0.00003833976,0.00001329402,0.00004769422,0.02106809,0.0002123586,0.2898264,0.003972333,0.6785316,0.0002218184],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555346,0.0001626576,0.0002944368,0.04183816,0.0007850278,0.0003619536,0.000006324518,0.00001621212,0.001000618],"genre_scores_gemma":[0.9964061,0.0004135518,0.0008967365,0.0002917795,0.0003776033,0.00004080155,0.00001370941,0.000006914792,0.001552826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5899351,"threshold_uncertainty_score":0.9997873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06296585094636604,"score_gpt":0.4484288446655855,"score_spread":0.3854629937192194,"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."}}