{"id":"W4406541278","doi":"10.1002/cssc.202580204","title":"Cover Feature: Floating Photothermal Hydrogen Production (ChemSusChem 2/2025)","year":2025,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cover (algebra); Photothermal therapy; Hydrogen production; Feature (linguistics); Production (economics); Environmental science; Hydrogen; Chemistry; Nanotechnology; Materials science; Engineering; Organic chemistry; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002615873,0.001363399,0.001020541,0.001282566,0.0006527049,0.0008606476,0.001409647,0.001486572,0.4604413],"category_scores_gemma":[0.0003152021,0.0008257182,0.000677878,0.001037468,0.0003191729,0.002089622,0.001166706,0.001937572,0.2096234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005976386,"about_ca_system_score_gemma":0.0002972264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003246033,"about_ca_topic_score_gemma":0.0009630769,"domain_scores_codex":[0.9996676,0.00000900785,0.000008250766,0.00007269718,0.0001958815,0.00004657552],"domain_scores_gemma":[0.9998592,0.00002884371,0.00002315412,0.00002286879,0.00002812271,0.00003779016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002017467,0.0001043639,0.00006536271,0.00136807,0.00002512805,0.0001612441,0.00002460064,0.0003144353,0.09646326,0.004450335,0.7989078,0.09791363],"study_design_scores_gemma":[0.00007218034,0.0001305057,0.0004317793,0.0001347299,0.00001251637,0.0003301486,0.000009262797,0.001458736,0.06092507,0.001159596,0.9352991,0.00003631831],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009880573,0.02182764,0.0262715,0.003768628,0.00922989,0.000597696,0.02380596,0.03243676,0.8721814],"genre_scores_gemma":[0.07883665,0.02520726,0.01722186,0.005696135,0.003941852,0.001444665,0.02913274,0.00992362,0.8285952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4604413,"threshold_uncertainty_score":0.7696151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107888760939382,"score_gpt":0.2682181813684683,"score_spread":0.2574293052745301,"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."}}