{"id":"W3024730753","doi":"10.33137/jaste.v11i1.34246","title":"Stepwise Progress Towards More Widespread Altruistic Uses of Science and Technology","year":2020,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Promotion (chess); Sociology; Action (physics); Engineering ethics; Public relations; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003433753,0.0001201446,0.0002382792,0.002354205,0.00140341,0.0004867702,0.00119049,0.00009938687,0.000007043247],"category_scores_gemma":[0.01466716,0.00008727482,0.00002000181,0.009087842,0.01195006,0.001515213,0.0003917846,0.0002753202,0.000002698884],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001646332,"about_ca_system_score_gemma":0.0058248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000263008,"about_ca_topic_score_gemma":0.000006307941,"domain_scores_codex":[0.997084,0.00002572766,0.0004150303,0.0005524014,0.001535204,0.0003876676],"domain_scores_gemma":[0.9918228,0.0001480558,0.0003994723,0.0002976457,0.007088955,0.0002430156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001316988,0.0001860096,0.01520874,0.00003103791,0.000009573261,0.000003132924,0.001595837,0.000001897564,0.1044108,0.02336372,0.0033493,0.8517083],"study_design_scores_gemma":[0.001265237,0.006452353,0.02640586,0.0002437579,0.00006622491,0.001005917,0.1486209,0.01381726,0.4281144,0.3533054,0.02004503,0.0006575693],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9014432,0.0003523193,0.001728805,0.09529407,0.000497355,0.0003966505,0.000007797467,0.0000328602,0.0002469571],"genre_scores_gemma":[0.997856,0.0000241577,0.001785618,0.00009423227,0.00006808078,0.00005020984,4.034431e-7,0.000005352733,0.000115941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8510507,"threshold_uncertainty_score":0.9998966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06528476553598042,"score_gpt":0.4600705291615497,"score_spread":0.3947857636255693,"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."}}