{"id":"W4318071535","doi":"10.21428/a70c814c.fade888d","title":"How a learning community can empower science educators and disrupt toxic academic norms","year":2023,"lang":"en","type":"article","venue":"","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oregon; Lawrence Berkeley National Laboratory; New Mexico State University; University of Ottawa","keywords":"Transparency (behavior); Cuvette; Pedagogy; Learning community; Sociology; Engineering ethics; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02114561,0.0004945316,0.0004760643,0.001744513,0.02211363,0.02446844,0.002507131,0.007513216,0.009630905],"category_scores_gemma":[0.03750883,0.0004335999,0.0008237279,0.000903454,0.04418822,0.0262299,0.02910244,0.007345242,0.002472944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004778681,"about_ca_system_score_gemma":0.01531538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004836476,"about_ca_topic_score_gemma":0.009563892,"domain_scores_codex":[0.975857,0.01833705,0.0002961694,0.001273442,0.002467697,0.001768572],"domain_scores_gemma":[0.9718749,0.01152917,0.001427828,0.003239782,0.003326802,0.008601486],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006033782,0.0003247238,0.003109115,0.0002135425,0.00002634529,0.0004299842,0.1039775,0.0009064481,0.0009019451,0.8003067,0.03441416,0.05532924],"study_design_scores_gemma":[0.00004997657,0.0001372647,0.0006490366,0.0003830711,0.00001765625,0.0002700368,0.06178043,0.00185616,0.0006902909,0.6024648,0.3316378,0.00006361947],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1167637,0.001871402,0.1141391,0.4014001,0.003445056,0.0003541696,0.00007254814,0.00096442,0.3609895],"genre_scores_gemma":[0.9174946,0.0007775884,0.03124005,0.01639012,0.0005994388,0.0003587531,0.00005372567,0.0003761748,0.03270956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9788544,"threshold_uncertainty_score":0.11183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05585782177971581,"score_gpt":0.3596009734983461,"score_spread":0.3037431517186303,"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."}}