{"id":"W4308526580","doi":"10.1007/s40547-022-00131-6","title":"Business Expansion Through Acquisition","year":2022,"lang":"en","type":"article","venue":"Customer Needs and Solutions","topic":"Merger and Competition Analysis","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Competitor analysis; Profitability index; Quality (philosophy); Fixed cost; Competition (biology); Quality costs; Variable cost; Industrial organization; Business; Microeconomics; Marginal cost; Economics; Marketing; Finance","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":[0.0001898196,0.00007885637,0.0001732787,0.0002690381,0.0008028118,0.00003656419,0.00008458945,0.00002616168,0.005272347],"category_scores_gemma":[0.00000745686,0.00009647822,0.00007341999,0.0009141547,0.00004303309,0.0001658651,0.0001121042,0.00009787476,0.0003118535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005075019,"about_ca_system_score_gemma":0.00001129943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001956809,"about_ca_topic_score_gemma":0.000004463487,"domain_scores_codex":[0.9993241,0.0000188782,0.000249922,0.0001873673,0.00004066027,0.0001790372],"domain_scores_gemma":[0.9996502,0.00001154122,0.0000869523,0.0001769919,0.0000284268,0.00004586415],"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":[0.000006081129,0.0001139751,0.003416557,0.000008928469,0.0000373144,0.000001655406,0.0009194852,0.0006325711,0.00009203234,0.9832255,0.01111055,0.0004353496],"study_design_scores_gemma":[0.0005698667,0.00003867795,0.03243724,0.000005438651,0.00003223914,0.00002364758,0.002298944,0.003894331,0.000009871506,0.04903573,0.9112718,0.0003822603],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5191737,0.01735555,0.08832718,0.01344862,0.002550466,0.0004230777,0.0008463484,0.0003087626,0.3575663],"genre_scores_gemma":[0.9958404,0.0004041122,0.0001497167,0.0007378756,0.00006524178,0.00006082155,0.00007547769,0.000009917763,0.002656452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9341898,"threshold_uncertainty_score":0.9956369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895572261848427,"score_gpt":0.2232902636223113,"score_spread":0.1843345410038271,"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."}}