{"id":"W7063604127","doi":"","title":"Addressing skilled labour shortages in biomanufacturing sector in British Columbia","year":2022,"lang":"en","type":"other","venue":"Summit (Simon Fraser University)","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomanufacturing; Economic shortage; Profit (economics); Public policy; Labour supply; Manufacturing sector; Profit margin","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":[0.00004947489,0.000229373,0.0003795299,0.001068108,0.00006819318,0.0001024449,0.0004729012,0.0003711103,0.007963638],"category_scores_gemma":[0.00001800839,0.0004709505,0.0000646699,0.0009434916,0.00005746737,0.0001592359,0.0001965218,0.0005820435,0.00001613543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005791906,"about_ca_system_score_gemma":0.00003347277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00780254,"about_ca_topic_score_gemma":0.9510446,"domain_scores_codex":[0.9987907,0.00004621611,0.0001885217,0.0004233933,0.0001738,0.0003773845],"domain_scores_gemma":[0.999495,0.00002922589,0.00007002337,0.0003457418,0.000009714485,0.00005030321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006740986,0.00007311772,0.5175732,0.0003102723,0.0001063017,0.003141586,0.00002740757,0.01349678,0.00002452538,0.00003171698,0.4571096,0.008098721],"study_design_scores_gemma":[0.0008998018,0.00001576246,0.002638977,0.0002692405,0.00001305733,3.089988e-8,0.005830901,0.0001622048,0.0004347623,0.00004378616,0.9890198,0.0006717231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7839605,0.003468267,0.0005159962,0.00003077761,0.001450264,0.001130873,0.0008558941,0.004975722,0.2036117],"genre_scores_gemma":[0.4476949,0.002004553,0.001567323,0.00004140098,0.0001210069,0.0000159264,0.0003185533,0.0007891111,0.5474472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.943242,"threshold_uncertainty_score":0.9997742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192212112807194,"score_gpt":0.2022007380464419,"score_spread":0.1902786169183699,"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."}}