{"id":"W3176648690","doi":"10.20935/al387","title":"Thinking now: Transdisciplinary thinking as a disposition","year":2021,"lang":"en","type":"article","venue":"Academia Letters","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Disposition; Epistemology; Psychology; Cognitive science; Sociology; Philosophy","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":[0.00974933,0.0003768401,0.0003547526,0.001851096,0.00769042,0.01829831,0.00126943,0.003684427,0.01294979],"category_scores_gemma":[0.02377555,0.0002677543,0.0006218049,0.001885722,0.02304297,0.01474347,0.008246566,0.007146658,0.00138342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004097524,"about_ca_system_score_gemma":0.008612392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839404,"about_ca_topic_score_gemma":0.001856555,"domain_scores_codex":[0.9886611,0.008205249,0.0002626851,0.00076983,0.001172578,0.0009285546],"domain_scores_gemma":[0.9824835,0.006364647,0.001409614,0.002623296,0.002706409,0.004412515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005638061,0.00008461907,0.001185572,0.00003630872,0.00001018328,0.0001758419,0.02629644,0.0001918803,0.0002338396,0.9583206,0.002866778,0.01054167],"study_design_scores_gemma":[0.00004110327,0.00005174341,0.0006662332,0.00009292894,0.00001287919,0.0001739104,0.03233751,0.0007624697,0.000239399,0.9335203,0.03207672,0.00002470444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1574192,0.0009648658,0.07062145,0.07638744,0.001594731,0.0001630147,0.00006910782,0.0001849841,0.6925952],"genre_scores_gemma":[0.9693059,0.0002939478,0.0121881,0.003646497,0.0001537014,0.0001622437,0.00004957003,0.00007841768,0.01412161],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01829831,"threshold_uncertainty_score":0.05155998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04825627195770563,"score_gpt":0.4002779021184048,"score_spread":0.3520216301606992,"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."}}