{"id":"W4229459507","doi":"10.52042/unetjoss020101","title":"Come, Let Us Reason Together","year":2022,"lang":"en","type":"article","venue":"UNET JOSS Journal of Science and Society","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Western University","funders":"","keywords":"Critical thinking; Epistemology; Diversity (politics); Style (visual arts); Vertical thinking; Cognition; Sociology; Psychology; Convergent thinking; Social psychology; Philosophy; Creative thinking; History","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":[],"category_scores_codex":[0.005967415,0.00004608233,0.00009565392,0.00004411997,0.002306108,0.0001404478,0.0003668803,0.00002187881,0.0004275378],"category_scores_gemma":[0.0002657982,0.00003974288,0.00006149519,0.0006401602,0.001515062,0.0002753414,0.00008291792,0.0002434253,0.000002149117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002600515,"about_ca_system_score_gemma":0.001181662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000755124,"about_ca_topic_score_gemma":0.000005825268,"domain_scores_codex":[0.9981367,0.00009300641,0.0001815241,0.0001038627,0.001250216,0.000234718],"domain_scores_gemma":[0.9992458,0.00007884033,0.000103632,0.00005616462,0.0003296901,0.000185853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001794298,0.0003673299,0.0408825,0.0000145229,0.0000433602,0.00001604316,0.6032969,0.00004304837,0.001370844,0.2195472,0.1042332,0.03016716],"study_design_scores_gemma":[0.0002195379,0.00007481149,0.01053512,0.00001334599,0.000008412621,0.00002374483,0.1234093,0.0000291321,0.00006057362,0.00999772,0.8555216,0.0001067057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656146,0.000402278,0.00008124233,0.01722172,0.001069895,0.00006052426,0.000001546658,0.00001092008,0.01553733],"genre_scores_gemma":[0.9912009,0.0004082109,0.002459879,0.004371065,0.0001466705,0.000001738439,1.724274e-7,0.000002750819,0.001408585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7512885,"threshold_uncertainty_score":0.9989927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384599028079389,"score_gpt":0.3292891659422433,"score_spread":0.3054431756614495,"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."}}