{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001097537,0.0001233763,0.0001439211,0.0001842901,0.00009215832,0.00007144683,0.0006949262,0.00008075512,0.00009731108],"category_scores_gemma":[0.0002014495,0.00009771939,0.00009656421,0.0002447078,0.0003004862,0.0003680171,0.0001550313,0.0001692436,0.00003525923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421574,"about_ca_system_score_gemma":0.0001748664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001638471,"about_ca_topic_score_gemma":0.00001647947,"domain_scores_codex":[0.9984479,0.00008081804,0.0003477105,0.0002537586,0.0006457654,0.0002240761],"domain_scores_gemma":[0.9985656,0.00001337224,0.0003398636,0.0001099229,0.0008655172,0.0001057737],"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":[0.001173183,0.0004886207,0.02077231,0.00001089507,0.000640525,0.0007956781,0.0009670409,0.003480122,0.8430371,0.01264403,0.008064033,0.1079264],"study_design_scores_gemma":[0.0007904671,0.0004442957,0.0006296954,0.00001338844,0.00002962937,0.000875278,0.0008449164,0.0001319842,0.8476658,0.03020567,0.1181617,0.0002070919],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872706,0.002508012,0.0002639205,0.004039311,0.001206382,0.00006590889,0.000001945368,0.00001729414,0.00462661],"genre_scores_gemma":[0.9962188,0.00027638,0.0008334064,0.0003537428,0.0004512365,0.000001826478,0.00001252716,0.000007940047,0.001844128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100977,"threshold_uncertainty_score":0.3984881,"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."}}