{"id":"W2264768107","doi":"","title":"Algorithmic Foundations for Business Strategy","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sophistication; Computer science; Set (abstract data type); Adaptation (eye); Management science; Key (lock); Strategic management; Strategic planning; Competitive advantage; Business; Economics; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.0009146991,0.0001628611,0.0001423202,0.0002625046,0.0004471967,0.0002890463,0.0002372108,0.00007964901,0.000128759],"category_scores_gemma":[0.000136984,0.0001117963,0.00007222995,0.0006671676,0.00004952409,0.00237455,0.00002579464,0.0003127878,0.000158299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002490329,"about_ca_system_score_gemma":0.0008007141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007377767,"about_ca_topic_score_gemma":0.0003212859,"domain_scores_codex":[0.997958,0.000006028163,0.0003142874,0.0001941342,0.0001678402,0.001359681],"domain_scores_gemma":[0.9986873,0.00003401023,0.0002769982,0.0001287264,0.0008642967,0.000008634591],"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":[0.00004463375,0.00004029745,0.0005311013,0.00001726455,0.00004433351,5.486111e-7,0.000001579232,0.00002234799,0.001330137,0.8672303,0.0005731771,0.1301643],"study_design_scores_gemma":[0.00171667,0.00003832977,0.006687997,0.00005041392,0.00006047556,0.00006220132,0.000205036,0.0003926514,0.00004165551,0.9249738,0.06545985,0.0003109279],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1059659,0.0003556677,0.8646654,0.01861163,0.001430983,0.0005396461,0.00000626869,0.0001990538,0.008225464],"genre_scores_gemma":[0.9937658,0.0002372435,0.0001460476,0.0003487742,0.003373626,0.00003062477,0.00002540326,0.00003505375,0.002037462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8877999,"threshold_uncertainty_score":0.455892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006491349375156,"score_gpt":0.2467802286751879,"score_spread":0.2267153151814363,"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."}}