{"id":"W4391879515","doi":"10.32615/ps.2024.013","title":"Photosynthesis and hydrogen energy for sustainability: harnessing the sun for a greener future","year":2024,"lang":"en","type":"article","venue":"Photosynthetica","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Higher Education of the Russian Federation","keywords":"Photosynthesis; Sustainability; Astrobiology; Environmental science; Botany; Chemistry; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008897219,0.0004533226,0.0005071422,0.0001824185,0.0005401081,0.0003726275,0.0004284367,0.0002231082,0.0001158127],"category_scores_gemma":[0.0003863431,0.0003082612,0.0003978006,0.0003398903,0.000272659,0.0001696096,0.0001142246,0.0001324198,0.000006184491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002073637,"about_ca_system_score_gemma":0.0002556316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002360045,"about_ca_topic_score_gemma":0.001360558,"domain_scores_codex":[0.9972842,0.0001966514,0.0005064513,0.0009012778,0.000295732,0.0008156936],"domain_scores_gemma":[0.9970352,0.001690085,0.00009005396,0.0007930259,0.0001994877,0.0001921153],"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":[0.0005487691,0.0002028374,0.00004572556,0.002245618,0.001110794,0.0000590158,0.002086669,0.002670086,0.05509938,0.532966,0.005321461,0.3976437],"study_design_scores_gemma":[0.0002746332,0.00006240913,0.000002669873,0.0001120139,0.0001936566,0.00007054227,0.0007471316,0.05292932,0.1630494,0.0261951,0.7559901,0.0003729458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7586849,0.04624691,0.06959943,0.05813844,0.009408077,0.01025729,0.001334198,0.004404896,0.0419258],"genre_scores_gemma":[0.9897268,0.0001269884,0.0004573099,0.0003125099,0.001574374,0.00258965,0.00003137393,0.0002026361,0.004978324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7506687,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035324071895501,"score_gpt":0.2408187516485013,"score_spread":0.2304655109295463,"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."}}