{"id":"W4306825266","doi":"10.37113/ij.v19i01.514","title":"inducing, introducing","year":2022,"lang":"en","type":"article","venue":"IDEA JOURNAL","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Concordia University","funders":"","keywords":"Surprise; Computer science; Product (mathematics); Space (punctuation); Undo; Computer graphics (images); Determinism; Visual arts; Software; Art; Sociology; Mathematics; Epistemology; Geometry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000601695,0.00007644638,0.0001100949,0.0001197415,0.003192907,0.00009755718,0.0001806083,0.00001226412,0.01300692],"category_scores_gemma":[0.00003410851,0.00007138692,0.00009476415,0.00002414187,0.00009765523,0.00009276252,0.00005818852,0.0006473129,0.00003839185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001692641,"about_ca_system_score_gemma":0.0001019084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001210504,"about_ca_topic_score_gemma":0.0001216079,"domain_scores_codex":[0.9990777,0.0001732813,0.0001775089,0.0001041298,0.0002728592,0.0001945215],"domain_scores_gemma":[0.9996505,0.00004071489,0.000108656,0.00009057666,0.00004257505,0.0000669622],"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":[0.00008297253,0.00009705538,0.000108977,0.00001181151,0.00007879741,0.0001465596,0.5046156,0.0004585481,0.000309688,0.1335808,0.2839606,0.07654855],"study_design_scores_gemma":[0.0001607009,0.0001258554,0.000047766,0.000003786465,0.00001262001,0.0001052013,0.006344359,0.0000122663,0.00001172987,0.00837715,0.9846933,0.0001053023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5684921,0.003697705,0.0007234853,0.002067946,0.0133315,0.0001942193,0.00002917969,0.0001625936,0.4113013],"genre_scores_gemma":[0.9722273,0.00001096567,0.00008222457,0.0009556689,0.005510695,0.00000606692,0.000002112791,0.00001989268,0.0211851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7007326,"threshold_uncertainty_score":0.9981048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247446151771536,"score_gpt":0.2153550315932416,"score_spread":0.190610416416088,"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."}}