{"id":"W6944507925","doi":"10.22034/nasmea.2025.211720","title":"An assessment of line of credit for Canadian firms: A post financial crisis evidence","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Working Capital and Financial Performance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Financial crisis; Cash flow; Market liquidity; Credit crunch; Scope (computer science); Cash; Debt; Bank credit","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001420524,0.0004024545,0.0003701944,0.005024934,0.004642489,0.003518104,0.001722235,0.0008607391,0.004229804],"category_scores_gemma":[0.009310536,0.0003280512,0.000414892,0.01394185,0.001483206,0.001355362,0.001679135,0.001360907,0.0004024426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0579218,"about_ca_system_score_gemma":0.05438825,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9967694,"about_ca_topic_score_gemma":0.9982587,"domain_scores_codex":[0.9973058,0.00009980476,0.0001022616,0.0001849425,0.001499219,0.0008080229],"domain_scores_gemma":[0.9824522,0.0008945604,0.003178855,0.0003737856,0.01117544,0.001925211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000309123,0.0001113415,0.9381675,0.0002526244,0.00008117397,0.0007814458,0.0124608,0.0002947923,0.0005018706,0.002527518,0.0156488,0.02886311],"study_design_scores_gemma":[0.000006466485,0.00002108607,0.9803698,0.00006243767,0.00002352113,0.00008041675,0.009147546,0.00025204,0.000123271,0.00005947977,0.009821935,0.00003198376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571119,0.002348028,0.0001506136,0.004537217,0.00003849177,0.0000838713,0.0140402,0.00002110517,0.02166869],"genre_scores_gemma":[0.9897747,0.001781265,0.0002135804,0.0003652477,0.00002343252,0.00001649102,0.004596221,0.0000111901,0.003217849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0579218,"threshold_uncertainty_score":0.420254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1580293295595272,"score_gpt":0.5177762248821897,"score_spread":0.3597468953226625,"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."}}