{"id":"W4392912982","doi":"10.1038/d41586-024-00820-3","title":"I study small organisms to tackle big climate problems","year":2024,"lang":"en","type":"article","venue":"Nature","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Biologist; Cyanobacteria; Agriculture; Environmental ethics; Astrobiology; Ecology; Geography; Biology; Philosophy; Botany; Paleontology","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":[0.0004610434,0.0006835718,0.0005209431,0.0002144254,0.0006352499,0.0008193962,0.0009335463,0.001577394,0.006788687],"category_scores_gemma":[0.001012546,0.0001742698,0.0007439945,0.0003733783,0.001088969,0.001530017,0.001366664,0.001637611,0.001916363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002610532,"about_ca_system_score_gemma":0.0003880126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004328093,"about_ca_topic_score_gemma":0.0005034183,"domain_scores_codex":[0.999892,0.00002913255,0.000002687014,0.00003965179,0.00001692176,0.00001954864],"domain_scores_gemma":[0.999432,0.0003013933,0.00005621643,0.00007088196,0.00003939787,0.0001000093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003248678,0.0007409119,0.01597796,0.002361883,0.0003396912,0.0009414834,0.0008188171,0.1132774,0.06777708,0.5214489,0.06879378,0.2071972],"study_design_scores_gemma":[0.00008445538,0.0009573864,0.003958714,0.0002256215,0.0001093873,0.0002990348,0.001016114,0.05483115,0.008042808,0.7130166,0.2174062,0.00005240024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.2029983,0.03320755,0.5331867,0.05566365,0.01370427,0.0005402419,0.0007414193,0.0006660011,0.1592919],"genre_scores_gemma":[0.6407614,0.03098172,0.2086577,0.01471333,0.006443803,0.001130306,0.0005928066,0.0004586362,0.09626023],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006788687,"threshold_uncertainty_score":0.02271044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626364915385585,"score_gpt":0.2581430922635373,"score_spread":0.2418794431096814,"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."}}