{"id":"W3189647323","doi":"10.32920/ryerson.14645721.v1","title":"Moments of transition","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"CLARITY; Variety (cybernetics); Hierarchy; Transition (genetics); Moment (physics); Architectural engineering; Computer science; Human–computer interaction; Engineering; Political science; Artificial intelligence; Physics; Chemistry","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":[0.0008020779,0.0003371551,0.0002741103,0.0007881239,0.003083705,0.007056317,0.0007671323,0.001418136,0.03446713],"category_scores_gemma":[0.00399936,0.0002708335,0.0004557536,0.00056587,0.004457823,0.005921804,0.006152631,0.00204712,0.006629924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002470051,"about_ca_system_score_gemma":0.001603674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001443847,"about_ca_topic_score_gemma":0.002119644,"domain_scores_codex":[0.9989074,0.0002688775,0.0000436501,0.0002023344,0.0002421612,0.0003354085],"domain_scores_gemma":[0.9988068,0.000232532,0.000127762,0.0002123731,0.0002273342,0.0003931542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001663999,0.00002737458,0.001450791,0.0001218036,0.00001200126,0.0005744213,0.01514082,0.0004524225,0.001963096,0.9355587,0.01823266,0.02629952],"study_design_scores_gemma":[0.00002283886,0.0001095664,0.004329832,0.0003239061,0.00002008645,0.0008710222,0.0225205,0.0006255068,0.002037372,0.3332588,0.6358164,0.00006414144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08251947,0.003231123,0.04312312,0.0106071,0.001592907,0.0001769721,0.0008004957,0.0008403064,0.8571085],"genre_scores_gemma":[0.9269606,0.001063247,0.006843555,0.001019421,0.0002000725,0.0001217548,0.0002862655,0.0002977414,0.06320722],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03446713,"threshold_uncertainty_score":0.1153041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092018013080563,"score_gpt":0.2256129086739983,"score_spread":0.2046927285431926,"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."}}