{"id":"W4402031519","doi":"10.32920/26883379.v1","title":"Adaptation, Evolution, and Key Performance Factors of Canadian Business Incubators and the Impacts of Covid-19","year":2024,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Adaptation (eye); Coronavirus disease 2019 (COVID-19); Key (lock); Business; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Process management; Computer science; Psychology; Medicine; Virology; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002551918,0.0003192614,0.0003931558,0.001547109,0.003150202,0.004533811,0.0009506444,0.0009366124,0.004974765],"category_scores_gemma":[0.01268263,0.0001388413,0.0003933168,0.003311769,0.001928621,0.001108708,0.001945568,0.001184485,0.0003711642],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05134218,"about_ca_system_score_gemma":0.04229733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.97764,"about_ca_topic_score_gemma":0.9761298,"domain_scores_codex":[0.9982475,0.0001961472,0.00003578126,0.0001264006,0.0004222911,0.000971823],"domain_scores_gemma":[0.9904733,0.001082173,0.001185459,0.0002909658,0.002623929,0.004344046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00051953,0.0002090496,0.9284047,0.000053927,0.00009289713,0.0003521955,0.002495531,0.007296292,0.0006902597,0.0170144,0.01181438,0.03105696],"study_design_scores_gemma":[0.00001359506,0.0000444516,0.9817504,0.00002709653,0.00003698553,0.00003152752,0.005959726,0.004358283,0.0001593298,0.0009647426,0.006619238,0.00003464619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694653,0.0007981667,0.0003176805,0.004433731,0.00002183243,0.00004712753,0.001366264,0.00003447572,0.02351537],"genre_scores_gemma":[0.9969074,0.0002175299,0.00007301867,0.00009013119,0.000006280909,0.000006008216,0.0004408205,0.000007593127,0.002251157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9486578,"threshold_uncertainty_score":0.3725153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04659853868928032,"score_gpt":0.2438639164239989,"score_spread":0.1972653777347186,"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."}}