{"id":"W7134970910","doi":"10.5281/zenodo.18960787","title":"Ep. 66: Desktop-Server Hybrid: The Virtual Solution","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prompt (Canada)","funders":"","keywords":"Installation; Process (computing); Server; Appeal; Virtualization; Container (type theory); Resource (disambiguation); Software","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434872,0.0004337049,0.0001798,0.0003897333,0.006635252,0.008571141,0.001091945,0.004565801,0.1260985],"category_scores_gemma":[0.003695802,0.0004016141,0.0003261443,0.0006158876,0.002010658,0.007475212,0.00424788,0.00918485,0.03505745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003260033,"about_ca_system_score_gemma":0.002489987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01558703,"about_ca_topic_score_gemma":0.03242311,"domain_scores_codex":[0.9984768,0.0004072852,0.00004262584,0.0001528786,0.0004956202,0.0004247868],"domain_scores_gemma":[0.9991838,0.0001500067,0.00003267767,0.00009544192,0.0002067056,0.0003314354],"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":[0.00002093343,0.00001764194,0.0001136386,0.00003917154,0.000001073895,0.0002414215,0.001522557,0.00005716,0.0002141777,0.06713941,0.914729,0.01590388],"study_design_scores_gemma":[0.000002723949,0.000007819312,0.0001577584,0.00005566687,7.566998e-7,0.00008980216,0.001067539,0.00005903439,0.0001002152,0.002816967,0.9956362,0.000005642249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003526985,0.001919348,0.004912402,0.09868217,0.009980975,0.0001358818,0.0005410968,0.0006532876,0.8796479],"genre_scores_gemma":[0.03636017,0.001425608,0.002653221,0.0268419,0.002259244,0.000151753,0.0004221192,0.000895797,0.9289901],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1260985,"threshold_uncertainty_score":0.4218416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03543804156483032,"score_gpt":0.3071788778914933,"score_spread":0.271740836326663,"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."}}