{"id":"W4283461441","doi":"10.1287/stsc.2022.0163","title":"Investors Meet Dynamic Strategy","year":2022,"lang":"en","type":"article","venue":"Strategy Science","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Alberta","funders":"","keywords":"Boom; Competitive advantage; Prosperity; Economics; Business; Competition (biology); Industrial organization; Market economy; Value (mathematics); Marketing; Economic growth; Engineering","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":[0.001029249,0.0001857894,0.0001424082,0.0005697901,0.001602851,0.0006348886,0.0008434115,0.00003421121,0.001157771],"category_scores_gemma":[0.00004773676,0.0001852003,0.00003945462,0.004736054,0.0005120703,0.003526099,0.0003185379,0.0002482845,0.0001336353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161097,"about_ca_system_score_gemma":0.0003757872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004537621,"about_ca_topic_score_gemma":0.00009831633,"domain_scores_codex":[0.9979303,0.00001182729,0.0002937129,0.0005122669,0.0007427117,0.000509175],"domain_scores_gemma":[0.9991758,0.00001057408,0.0002238863,0.0003173864,0.0002525329,0.00001982782],"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":[0.00002418441,0.0001018436,0.002779125,0.00003971097,0.000006098918,0.00002098375,0.0000288363,0.01572277,0.01705228,0.954688,0.002151787,0.007384377],"study_design_scores_gemma":[0.00219812,0.0003375033,0.3599326,0.00004885472,0.00009061321,0.00008893222,0.009519964,0.2178204,0.001009221,0.3052287,0.100849,0.002875988],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8051454,0.00005528348,0.0001347382,0.0008793519,0.0009329921,0.0002085798,0.00000524411,0.0002196194,0.1924188],"genre_scores_gemma":[0.9978583,0.000001609909,0.00005254674,0.001267271,0.0001835153,0.00003979897,0.00002940262,0.00001716954,0.0005503226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6494592,"threshold_uncertainty_score":0.9997553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0273409683065349,"score_gpt":0.2507646471969543,"score_spread":0.2234236788904194,"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."}}