{"id":"W1553389184","doi":"10.1007/978-1-60761-925-3","title":"Photosynthesis Research Protocols","year":2010,"lang":"en","type":"book","venue":"Methods in molecular biology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Consejo Superior de Investigaciones Científicas; University of Hyderabad; Australian National University; Turun Yliopisto; Arizona State University; Pennsylvania State University; Linköpings Universitet; Magyar Tudományos Akadémia","keywords":"Photosynthesis; Astrobiology; Planet; Sunlight; Environmental science; Biology; Botany; Physics; Astronomy","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":[0.002905272,0.002498683,0.002688989,0.00487117,0.004365032,0.002850849,0.005589745,0.002128366,0.186032],"category_scores_gemma":[0.003497486,0.002557936,0.001791316,0.005823937,0.001078339,0.002537072,0.002950009,0.006307654,0.1946741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002565672,"about_ca_system_score_gemma":0.003691857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002498203,"about_ca_topic_score_gemma":0.006906722,"domain_scores_codex":[0.99709,0.000315674,0.0002735568,0.0006345977,0.001418039,0.000268178],"domain_scores_gemma":[0.9975607,0.0003817611,0.0001030368,0.0008835515,0.0008169638,0.0002540288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005539616,0.0003767011,0.0003151088,0.003215322,0.00007325256,0.0003932519,0.0004193611,0.0006292831,0.3033062,0.02766011,0.5340309,0.1290266],"study_design_scores_gemma":[0.00005864062,0.00006897249,0.0002615384,0.0001388588,0.00002520428,0.0002415962,0.00003159474,0.0001500851,0.04351169,0.002598141,0.9528704,0.00004338162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.009597329,0.02487721,0.2992107,0.004694297,0.01163603,0.01836535,0.1966639,0.02693493,0.4080204],"genre_scores_gemma":[0.01567732,0.0204189,0.1688998,0.002868603,0.0007814969,0.02468281,0.27354,0.008793602,0.4843375],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.186032,"threshold_uncertainty_score":0.6223391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102940125695013,"score_gpt":0.4907306711579022,"score_spread":0.3877905454628892,"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."}}