{"id":"W2088620109","doi":"10.1038/pj.2012.105","title":"Chemical profiling of complex biochemical mixtures from various seaweeds","year":2012,"lang":"en","type":"article","venue":"Polymer Journal","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"RIKEN","keywords":"Algae; Brown algae; Chemistry; Botany; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001797417,0.0001700842,0.000248482,0.00001746985,0.0001296565,0.00004960106,0.0003529289,0.0001339804,0.001092741],"category_scores_gemma":[0.00005336512,0.00006693443,0.0001712793,0.0001958659,0.0001508558,0.0001504733,0.0001155077,0.0003388709,0.00002157322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003891884,"about_ca_system_score_gemma":0.00001279293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002242735,"about_ca_topic_score_gemma":0.000002313627,"domain_scores_codex":[0.9986578,0.00008697993,0.0003137465,0.000164698,0.0003325091,0.0004442616],"domain_scores_gemma":[0.9991466,0.0002214717,0.0001906074,0.00005635995,0.00008416436,0.0003007269],"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":[0.00005063238,0.0001595715,0.0200094,0.000001684875,0.00005250354,0.00000185458,0.00009635249,3.614366e-8,0.9689152,0.00005947958,0.0007788137,0.009874515],"study_design_scores_gemma":[0.000170179,0.00004349561,0.06023612,0.0000130272,0.00003061944,0.00009768158,0.0001564602,0.00001236737,0.9378046,0.0001761871,0.001093535,0.000165765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947781,0.003096514,0.00002794534,0.0008265712,0.0002718357,0.00005890173,0.000050966,0.00002998913,0.0008591508],"genre_scores_gemma":[0.9967104,0.00001669099,0.00100524,0.0002703395,0.001903998,0.000002212052,0.0000584407,0.000001982357,0.00003071097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04022672,"threshold_uncertainty_score":0.9998204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03745959087991334,"score_gpt":0.2483413579615115,"score_spread":0.2108817670815982,"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."}}