{"id":"W4406887517","doi":"10.17504/protocols.io.yxmvmk24ng3p/v2","title":"Total particulate carbohydrate from microalgae v2","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Particulates; Carbohydrate; Environmental science; Chemistry; Food science; Environmental chemistry; Biochemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000485991,0.002103216,0.001133926,0.001905054,0.001327873,0.0008945687,0.001057282,0.0006385868,0.006411504],"category_scores_gemma":[0.0003571882,0.0006797425,0.00105027,0.001458268,0.0005159026,0.0005569067,0.001552867,0.002110081,0.01012516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003954447,"about_ca_system_score_gemma":0.0008352661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001819429,"about_ca_topic_score_gemma":0.004283668,"domain_scores_codex":[0.9986827,0.00009688004,0.00009968146,0.0004032526,0.0005261204,0.000191484],"domain_scores_gemma":[0.9996833,0.00003332596,0.0000290195,0.0001009416,0.0001031542,0.0000502057],"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":[0.00006420662,0.00004691627,0.0002819092,0.000272947,0.00001842899,0.0001295177,0.00005544296,0.0001041654,0.9898816,0.0002079656,0.0006824409,0.00825456],"study_design_scores_gemma":[0.00004644321,0.0004898609,0.00955978,0.0001217051,0.00008881345,0.0005889565,0.0001035002,0.001035244,0.9005821,0.0007725049,0.08652677,0.00008426365],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3238419,0.02446825,0.5193555,0.0009354679,0.002345801,0.01224697,0.04744831,0.004774981,0.06458277],"genre_scores_gemma":[0.2440841,0.01688049,0.4313475,0.001135199,0.0005683606,0.01491202,0.158817,0.002408366,0.129847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006411504,"threshold_uncertainty_score":0.02144855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02851758642242844,"score_gpt":0.2474173219598388,"score_spread":0.2188997355374103,"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."}}