{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001433935,0.00008108281,0.0001978882,0.0006616818,0.00008091659,0.000442751,0.000298561,0.000132151,0.00008868569],"category_scores_gemma":[0.002341264,0.00007043213,0.00002399288,0.004042413,0.000031199,0.001823458,0.000101658,0.0001235449,0.0008878673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000426454,"about_ca_system_score_gemma":0.0001294002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004236953,"about_ca_topic_score_gemma":0.00002101577,"domain_scores_codex":[0.9979093,0.00007312081,0.001067565,0.0001350303,0.0006619883,0.0001530133],"domain_scores_gemma":[0.9975669,0.0001139433,0.0003401879,0.0004140404,0.001540027,0.00002485905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008473074,0.00004699024,0.7119968,0.00004128441,0.000005045662,0.00002560553,0.001079565,0.002118455,0.0002032695,0.05923669,0.005482119,0.2197557],"study_design_scores_gemma":[0.0004294687,0.000002406689,0.8909457,0.00005637817,0.000001240654,0.0000617741,0.00492792,0.002747327,0.0000871205,0.0004725446,0.1001372,0.0001309859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627807,0.00009161528,0.02483867,0.001131279,0.001392206,0.0001501765,0.00001151837,0.0001584941,0.009445369],"genre_scores_gemma":[0.9988086,0.00000362712,0.0005249589,0.0002581894,0.00002866417,0.00002158303,0.00002236425,0.000003287197,0.0003287458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2196247,"threshold_uncertainty_score":0.99989,"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."}}