{"id":"W2151169823","doi":"10.3390/ijms16022705","title":"Sustainable Hydrogen Photoproduction by Phosphorus-Deprived Marine Green Microalgae Chlorella sp.","year":2015,"lang":"en","type":"article","venue":"International Journal of Molecular Sciences","topic":"Algal biology and biofuel production","field":"Energy","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Chlorella; Seawater; Chlamydomonas reinhardtii; Phosphorus; Chlorophyta; Sulfur; Hydrogen production; Environmental chemistry; Algae; Chemistry; Biology; Hydrogen; Botany; Ecology; 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":[0.0001466526,0.0004304988,0.0004302799,0.0001752359,0.0002364526,0.0003660521,0.0002934573,0.000263458,0.0003217171],"category_scores_gemma":[0.0001215451,0.0001532271,0.0003445308,0.0001919293,0.0001375893,0.000291437,0.0007463604,0.0004557747,0.0001358255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406468,"about_ca_system_score_gemma":0.0003879372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002036326,"about_ca_topic_score_gemma":0.002982893,"domain_scores_codex":[0.9998254,0.00001875877,0.00001622801,0.00004108216,0.00006443467,0.00003411019],"domain_scores_gemma":[0.9999084,0.00001213503,0.00001680929,0.000011057,0.000023413,0.00002819225],"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":[0.000106448,0.0000194158,0.0003351325,0.00005729426,0.000004830108,0.0000658568,0.00001869535,0.00008678163,0.9981383,0.00001559465,0.00001963678,0.001131829],"study_design_scores_gemma":[0.00002941151,0.0007553212,0.009811981,0.0000114445,0.00002718507,0.0001677659,0.0001398196,0.001154913,0.9860728,0.00005352172,0.001758633,0.00001720451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976285,0.0005034854,0.0007406038,0.00006038515,0.00001540113,0.00001749127,0.0001936867,0.00002953512,0.000810848],"genre_scores_gemma":[0.9968024,0.0003604531,0.001584765,0.00003852031,0.000004827707,0.00002563628,0.0003757269,0.00001057167,0.0007970133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002036326,"threshold_uncertainty_score":0.004048944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219714152253428,"score_gpt":0.2474248853862057,"score_spread":0.2352277438636714,"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."}}