{"id":"W7048215061","doi":"","title":"Investigating the Financial Implications of Converting Manufacturing from existing Portfolio to PPE Products During Covid-19 for Canadian Manufacturing Companies","year":2023,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portfolio; Product (mathematics); Supply chain; Economic shortage; Production (economics); Manufacturing; Manufacturing sector; Volatility (finance)","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":[0.001570284,0.000329132,0.0002694966,0.001126541,0.003796958,0.002613207,0.0009653199,0.0007648363,0.002837874],"category_scores_gemma":[0.008540332,0.000261498,0.0005446203,0.002350788,0.00115458,0.0008124161,0.00088514,0.001469682,0.0001633296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09219221,"about_ca_system_score_gemma":0.04687132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9858509,"about_ca_topic_score_gemma":0.9925007,"domain_scores_codex":[0.998073,0.0001516559,0.00004184094,0.00009105948,0.0007803112,0.0008621239],"domain_scores_gemma":[0.9944247,0.001228541,0.0009103722,0.0001088499,0.002526105,0.0008013751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001153013,0.0007081774,0.8887074,0.0003844152,0.0001822085,0.001957023,0.006850162,0.01802904,0.002905961,0.008276658,0.01236083,0.0584852],"study_design_scores_gemma":[0.000079382,0.000346453,0.9412332,0.0001370379,0.0001465069,0.0001155751,0.02925359,0.01100125,0.001153731,0.0004900872,0.01596082,0.00008218808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879438,0.0003176715,0.0001069655,0.001615975,0.00001020372,0.00007229218,0.0008471809,0.00000541781,0.009080459],"genre_scores_gemma":[0.9950491,0.0007317454,0.0002639031,0.0001723075,0.000008170134,0.00002036775,0.0006503166,0.000002814983,0.003101315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09219221,"threshold_uncertainty_score":0.6689044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04384432618351884,"score_gpt":0.2829219410246516,"score_spread":0.2390776148411328,"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."}}