{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006820931,0.001305783,0.001512114,0.00197218,0.01120128,0.01409779,0.003137117,0.01065591,0.01683927],"category_scores_gemma":[0.0310367,0.0005060698,0.001527694,0.00091668,0.02411203,0.02158126,0.009652127,0.02682123,0.009079947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00449445,"about_ca_system_score_gemma":0.006624383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00924855,"about_ca_topic_score_gemma":0.01693868,"domain_scores_codex":[0.9919741,0.003198931,0.0003586384,0.001274235,0.002185986,0.001008052],"domain_scores_gemma":[0.9873828,0.004365101,0.0008610889,0.001339821,0.004481403,0.001569738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009058263,0.00004589891,0.0006604941,0.0002582155,0.00007204927,0.0005413681,0.02450988,0.0002338026,0.0002998004,0.445982,0.5025468,0.02475919],"study_design_scores_gemma":[0.000007738733,0.00001713262,0.0001698044,0.0003784489,0.00001678523,0.00018502,0.01368412,0.0001235703,0.0001903293,0.1633424,0.8218572,0.00002741966],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001914616,0.01175039,0.008207541,0.838834,0.05331732,0.0000651548,0.00009868582,0.0001778099,0.08563445],"genre_scores_gemma":[0.1125664,0.01132873,0.01206475,0.6667074,0.03911869,0.0002608978,0.0002406066,0.0006962717,0.1570162],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01683927,"threshold_uncertainty_score":0.05633295,"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."}}