{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000691754,0.0001759473,0.0002675833,0.002056629,0.0001122425,0.00001756024,0.0003776557,0.001834102,0.0001791571],"category_scores_gemma":[0.0008604656,0.0001524324,0.0000142054,0.004385892,0.001336659,0.0001841643,0.0003833432,0.0007604607,0.0002286383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000243421,"about_ca_system_score_gemma":0.0003121498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008151069,"about_ca_topic_score_gemma":0.003021193,"domain_scores_codex":[0.9983412,0.0000409508,0.0003823948,0.0006669956,0.0001426522,0.00042583],"domain_scores_gemma":[0.9992352,0.00003933843,0.0001460694,0.0004430894,0.0001111033,0.00002524284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001062369,0.00003701962,0.008507363,0.000003780036,0.000009339218,0.000005793648,0.00001314385,0.000003116303,0.4054165,0.4408187,0.0001834064,0.1448956],"study_design_scores_gemma":[0.001317456,0.000421354,0.003893188,0.00001214705,0.000006024435,0.00006744202,0.00005934705,0.0000416571,0.6497933,0.005648329,0.3384875,0.0002522669],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357564,0.00006206669,0.000005153491,0.06056143,0.0009325724,0.0002905966,0.00000178163,0.0003049824,0.002085033],"genre_scores_gemma":[0.9987664,0.0001002304,0.0001812607,0.0002518918,0.0001439935,0.00001307824,0.00001213936,0.00001040744,0.0005206502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4351704,"threshold_uncertainty_score":0.9994617,"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."}}