{"id":"W2886593209","doi":"10.4018/978-1-5225-5784-5.ch008","title":"Finance Strategies for Medium-Sized Enterprises","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in business strategy and competitive advantage book series","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Western University","funders":"","keywords":"Business; Working capital; Finance; Investment (military); Small and medium-sized enterprises; Balance sheet; Work (physics); Industrial organization; 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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001809337,0.001028655,0.001115661,0.000481717,0.0003285216,0.0007076877,0.0005283914,0.0003477488,0.0004910236],"category_scores_gemma":[0.00009915262,0.001036442,0.0001570264,0.0002194746,0.001506142,0.01401572,0.0003479937,0.0003843764,0.0001092035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008014458,"about_ca_system_score_gemma":0.0002379897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001894841,"about_ca_topic_score_gemma":0.001045953,"domain_scores_codex":[0.9969896,0.000007555887,0.0008355972,0.001137354,0.0003336998,0.0006961642],"domain_scores_gemma":[0.997741,0.0002021355,0.0008612168,0.0004025175,0.0007699385,0.00002320567],"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":[0.0007700437,0.00004350264,0.0002045814,0.001421282,0.00003640417,0.0001058242,0.00002951295,0.00004516347,0.00003690734,0.994261,0.000333963,0.002711828],"study_design_scores_gemma":[0.0007279739,0.00009223642,0.0004094607,0.00169088,0.00005137916,0.00001871314,0.000619658,0.00001609972,0.00004599505,0.3113852,0.6840827,0.0008596741],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004988854,0.02106105,0.002865161,0.0003096348,0.001030271,0.0012349,0.0002736495,0.0002624602,0.972464],"genre_scores_gemma":[0.1032169,0.1454971,0.002976912,0.003289047,0.006021098,0.001171294,0.001811898,0.0009058355,0.7351099],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6837488,"threshold_uncertainty_score":0.9997748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150050519112411,"score_gpt":0.2398705597580661,"score_spread":0.228370054566942,"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."}}