{"id":"W1591868722","doi":"","title":"Waves of IT Innovation in Industries: Extending Diffusion Through the Integration of Punctuated Equilibrium and Fit","year":2006,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Innovation Diffusion and Forecasting","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Punctuated equilibrium; Diffusion; Proposition; Conceptualization; Macro; Industrial organization; Innovation diffusion; Disruptive innovation; Economic geography; Econometrics; Economics; Computer science; Knowledge management; Industrial engineering; Business; Marketing; Engineering; Geology; Artificial intelligence; Physics; Thermodynamics; Epistemology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00874926,0.0001035441,0.0003393934,0.0006642645,0.0001248994,0.0002174726,0.0003509809,0.0001508522,0.000006555991],"category_scores_gemma":[0.01134875,0.00005392911,0.00009356077,0.002823594,0.00004826163,0.002018043,0.00006959035,0.0002018034,0.000001489321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999968,"about_ca_system_score_gemma":0.0001152444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009340735,"about_ca_topic_score_gemma":0.00001480967,"domain_scores_codex":[0.9946114,0.0002116614,0.003537879,0.00006895319,0.001442317,0.0001277323],"domain_scores_gemma":[0.9855661,0.001292941,0.009057879,0.0001739991,0.003898012,0.000011001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0008393218,0.0003889151,0.2407689,0.0003369278,0.000207074,4.049961e-7,0.05971568,0.05705706,0.0561455,0.4301847,0.09884481,0.05551075],"study_design_scores_gemma":[0.009797843,0.0006073134,0.4012672,0.002132927,0.000142583,0.00007925506,0.1147328,0.2051805,0.02766608,0.0393378,0.1983893,0.0006663562],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835284,0.00003699446,0.00876668,0.002039919,0.001159229,0.0005438836,0.0000363511,0.000005799076,0.003882708],"genre_scores_gemma":[0.9986576,0.000004507041,0.0001364427,0.0001051106,0.00009472016,0.000005985713,0.000009817109,0.000004244301,0.0009816141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3908468,"threshold_uncertainty_score":0.9969791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023205429258543,"score_gpt":0.3441477403739931,"score_spread":0.2418271974481388,"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."}}