{"id":"W2950003201","doi":"10.1089/ind.2019.29171.mab","title":"Marine Biotechnology in Québec: Science and Innovation Highlights","year":2019,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Multinational corporation; Dozen; Business; Industrial biotechnology; Biotechnology; Product (mathematics); Aquaculture; Fishery; Biology; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001496486,0.0005912863,0.0002868779,0.002861564,0.002692531,0.00504634,0.0008323955,0.001433351,0.02313662],"category_scores_gemma":[0.001611436,0.0001754504,0.0003872931,0.005614515,0.001304685,0.001227964,0.0008647908,0.001400504,0.001523891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0679388,"about_ca_system_score_gemma":0.1151533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9563182,"about_ca_topic_score_gemma":0.9729244,"domain_scores_codex":[0.9988857,0.0001028118,0.00003811731,0.00009609101,0.000567337,0.000309994],"domain_scores_gemma":[0.9964728,0.0003808441,0.0001918005,0.00006995285,0.001930069,0.0009544262],"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":[0.0001948777,0.0002112042,0.01104078,0.003202878,0.00007808497,0.001287932,0.0008243647,0.002135987,0.005594277,0.09274548,0.4425122,0.4401719],"study_design_scores_gemma":[0.00001224909,0.00005018791,0.01566203,0.0004954741,0.00001543898,0.0001533249,0.0004220015,0.000442874,0.0005798842,0.001174128,0.9809707,0.0000216249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.03469368,0.3631518,0.003107706,0.1784978,0.005082293,0.0003113353,0.006418643,0.0004324868,0.4083042],"genre_scores_gemma":[0.3254184,0.3379839,0.006786861,0.021819,0.001932645,0.0001401573,0.005056839,0.0001130856,0.300749],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0679388,"threshold_uncertainty_score":0.4929329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259464999849491,"score_gpt":0.2357293603016818,"score_spread":0.2131347103031869,"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."}}