{"id":"W4286447636","doi":"10.1007/s12010-022-04070-9","title":"Modelling of Harvesting Techniques for the Evaluation of the Density of Microalgae","year":2022,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Research Grants Council, University Grants Committee","keywords":"Environmental science; Biochemical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007482611,0.00007017136,0.0001253916,0.00002232263,0.0001798513,0.00000107225,0.0002084518,0.0002016854,0.000007936706],"category_scores_gemma":[0.00006366164,0.00004455794,0.00004379234,0.0001625732,0.0004673736,0.000006642606,0.0001837143,0.0001670496,3.71112e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001706172,"about_ca_system_score_gemma":0.00003510931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001061218,"about_ca_topic_score_gemma":0.000003760833,"domain_scores_codex":[0.9994079,0.00002863879,0.0002069907,0.0001725785,0.00009876638,0.00008509614],"domain_scores_gemma":[0.9993233,0.000064575,0.0002598778,0.0002617618,0.00008558854,0.000004863006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007420703,0.000027776,0.0001211352,0.00005546881,0.00003193329,1.311396e-8,0.00002639868,0.0008513611,0.9640197,0.005576347,0.00002005188,0.02919558],"study_design_scores_gemma":[0.0001415309,0.00003849046,0.0000552222,0.000005461251,0.00007611921,0.000008675495,0.0002955768,0.002290894,0.9896403,0.007038398,0.0003614795,0.00004785067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968472,0.0004350365,0.001423689,0.0007180252,0.00004216648,0.0002960228,0.00001748338,0.00002471849,0.0001957289],"genre_scores_gemma":[0.9987399,0.00003279665,0.001084097,0.00001949532,0.00002365325,0.00005870705,0.00001234933,0.000003883893,0.0000251273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02914773,"threshold_uncertainty_score":0.181702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022523661449515,"score_gpt":0.2414382020546323,"score_spread":0.2112129654401371,"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."}}