{"id":"W2963918659","doi":"","title":"Future probing for prodaptive organizations","year":2018,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Persona Design and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Business; Computer science","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":[0.005566313,0.000672665,0.0004050749,0.001574904,0.01180757,0.01539987,0.002108689,0.005579722,0.0415329],"category_scores_gemma":[0.009448866,0.0003833768,0.0006305306,0.001334564,0.0182107,0.0210349,0.01165002,0.005274185,0.004700549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009845175,"about_ca_system_score_gemma":0.005613376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514215,"about_ca_topic_score_gemma":0.004031277,"domain_scores_codex":[0.9937284,0.003779965,0.000161655,0.0009263175,0.0007221706,0.0006814651],"domain_scores_gemma":[0.9944004,0.001870998,0.000477009,0.001012573,0.001048659,0.00119031],"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":[0.0000197167,0.00005759941,0.000951279,0.0000914788,0.000003405098,0.0002184788,0.03388774,0.0001546398,0.0002855349,0.909377,0.01389625,0.04105698],"study_design_scores_gemma":[0.000008317374,0.00004055016,0.0005492036,0.0004169483,0.000006135433,0.0001811304,0.0532872,0.0004847907,0.0003582776,0.3147198,0.6299297,0.00001772802],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03692402,0.004892237,0.06072495,0.1122889,0.00148209,0.0002070535,0.0001474339,0.000520198,0.7828132],"genre_scores_gemma":[0.8245914,0.002752944,0.03336857,0.009581343,0.0003465506,0.0003815534,0.0002221347,0.0002644373,0.1284911],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0415329,"threshold_uncertainty_score":0.1389414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04720822527683282,"score_gpt":0.2907358616982741,"score_spread":0.2435276364214413,"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."}}