{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005405688,0.0002182009,0.0001280761,0.0007316114,0.008604998,0.002315002,0.001575159,0.001190324,0.007718742],"category_scores_gemma":[0.001275775,0.0001846491,0.00008844113,0.001041148,0.001011786,0.0004839503,0.002292508,0.0009797763,0.0004254985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0369961,"about_ca_system_score_gemma":0.07502318,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9631686,"about_ca_topic_score_gemma":0.9906445,"domain_scores_codex":[0.9990742,0.00009904034,0.00001113054,0.00004597596,0.0001141484,0.0006555503],"domain_scores_gemma":[0.9988047,0.0001500652,0.00005239731,0.00001770766,0.000307427,0.0006676692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004060668,0.000827536,0.2157626,0.001881334,0.00005916031,0.008634648,0.0403166,0.006276622,0.02077116,0.02985543,0.1524172,0.5227916],"study_design_scores_gemma":[0.00007274255,0.0002606933,0.3666247,0.00119712,0.00003724646,0.0006074464,0.2313852,0.004062336,0.002599634,0.003325509,0.3897207,0.0001067512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8626634,0.003315723,0.0009148016,0.02256338,0.0001449095,0.0002408815,0.0003615648,0.00008306705,0.1097123],"genre_scores_gemma":[0.9431357,0.001953956,0.0008262435,0.003823473,0.00001445997,0.00008788474,0.0002156755,0.00001585521,0.04992685],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0369961,"threshold_uncertainty_score":0.2684267,"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."}}