{"id":"W7070968529","doi":"","title":"Resilient by Design: Enabling Agility and Resilience in Ontario’s Small and Medium Enterprises","year":2021,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Maturity (psychological); Scale (ratio); Small and medium-sized enterprises; Psychological resilience; Productivity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002490484,0.0007760775,0.001130042,0.00326332,0.001262328,0.0006038212,0.002864522,0.0009887528,0.00005057726],"category_scores_gemma":[0.00022632,0.001001048,0.000138835,0.002454186,0.002296394,0.0008122778,0.003622832,0.002689438,0.0000362618],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004539681,"about_ca_system_score_gemma":0.0034373,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3572258,"about_ca_topic_score_gemma":0.4316204,"domain_scores_codex":[0.9897881,0.004314343,0.0003932266,0.002702296,0.001353932,0.00144807],"domain_scores_gemma":[0.9959954,0.0006192183,0.0004044596,0.001465922,0.0004846885,0.001030319],"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":[0.0115824,0.002939743,0.2614245,0.001514282,0.001730188,0.04736424,0.008125123,0.0001106661,0.03491795,0.3391246,0.2903328,0.0008336092],"study_design_scores_gemma":[0.003519708,0.0003805861,0.01487571,0.001764774,0.0001480202,0.00007921553,0.005861221,0.00003956658,0.001276983,0.00002726842,0.9708853,0.001141595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04181127,0.001621575,0.0002173796,0.0001590967,0.0001889748,0.002347768,0.0001226112,0.000150412,0.9533809],"genre_scores_gemma":[0.01226342,0.001479879,0.001305105,0.00001783062,0.00004673234,0.000001744147,0.00009743858,0.0002802788,0.9845076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6805526,"threshold_uncertainty_score":0.9996114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06571103810098179,"score_gpt":0.2839811670249359,"score_spread":0.2182701289239541,"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."}}