{"id":"W3179972579","doi":"10.52825/bis.v1i.50","title":"Innovating in Circles","year":2021,"lang":"en","type":"article","venue":"Business Information Systems","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Performative utterance; Meditation; Task (project management); Set (abstract data type); Creativity; Computer science; Productivity; Isolation (microbiology); Feature (linguistics); Engineering; Aesthetics; Psychology; Systems engineering; Economics; Social psychology; Art","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":[0.006423311,0.0004927266,0.0006019108,0.002751291,0.008983535,0.01154851,0.001844671,0.003174324,0.01734681],"category_scores_gemma":[0.02563495,0.0005157595,0.0007256562,0.002045663,0.01462682,0.01238441,0.01347352,0.001809834,0.00375821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003811759,"about_ca_system_score_gemma":0.00403626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552542,"about_ca_topic_score_gemma":0.0018403,"domain_scores_codex":[0.9898552,0.005233063,0.0002805711,0.001821929,0.001660609,0.001148587],"domain_scores_gemma":[0.9774181,0.008332213,0.002909538,0.005203354,0.002124142,0.004012634],"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":[0.0001508237,0.0002720013,0.009029158,0.0002226326,0.00008140894,0.001553789,0.08531744,0.002735169,0.002429242,0.8194486,0.00296028,0.07579952],"study_design_scores_gemma":[0.0001103936,0.0004202836,0.008444351,0.0003027173,0.00008938251,0.001089261,0.06251075,0.00693066,0.003548484,0.7009509,0.2154826,0.0001200182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5008045,0.00140713,0.1245641,0.006238347,0.0001594806,0.000792019,0.0001163279,0.000502307,0.3654158],"genre_scores_gemma":[0.9681938,0.0002916198,0.01601172,0.0003247945,0.00004040911,0.0001906825,0.00004743292,0.0000580122,0.01484172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01734681,"threshold_uncertainty_score":0.05803084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054399961879653,"score_gpt":0.3584977144620173,"score_spread":0.253057718274052,"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."}}