{"id":"W7061876974","doi":"","title":"Scottish Business Monitor, 2024 Q2","year":2024,"lang":"en","type":"other","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Key (lock); Preparedness; Business valuation; Business management","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002755769,0.0006484403,0.000758055,0.0005974654,0.0004067402,0.00006606367,0.00173743,0.0008009921,0.0009961725],"category_scores_gemma":[0.00001487241,0.000761847,0.0004222364,0.000977232,0.002041667,0.0002821431,0.0003308205,0.001364949,0.0004082731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003973648,"about_ca_system_score_gemma":0.0006584473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002147762,"about_ca_topic_score_gemma":0.0005896547,"domain_scores_codex":[0.9971973,0.00007348736,0.0003661627,0.0007514638,0.001038779,0.0005727712],"domain_scores_gemma":[0.9981709,0.00007415325,0.0002390242,0.0009629506,0.0002845246,0.0002684629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004190083,0.0009663443,0.0002538891,0.01538025,0.007271022,0.008012402,0.003171069,0.08193909,0.0507028,0.07498116,0.7506503,0.006252652],"study_design_scores_gemma":[0.004211587,0.0005167712,0.009771991,0.01188391,0.002565867,0.000922431,0.02276261,0.008720602,0.00513386,0.002226451,0.9262775,0.005006445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01514024,0.004659106,0.005084126,0.000125619,0.002406687,0.0008784401,0.0009311989,0.001023595,0.969751],"genre_scores_gemma":[0.5714539,0.003249849,0.003673656,0.00000372606,0.0005968256,8.440235e-7,0.00009281814,0.0004132478,0.4205151],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5563137,"threshold_uncertainty_score":0.999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007875705056593043,"score_gpt":0.1799004676440655,"score_spread":0.1720247625874724,"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."}}