{"id":"W4387530921","doi":"10.1007/978-3-031-39481-2","title":"Multifunctional Hybrid Semiconductor Photocatalyst Nanomaterials","year":2023,"lang":"en","type":"book","venue":"Advances in material research and technology","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Photocatalysis; Nanomaterials; Semiconductor; Durability; Nanotechnology; Materials science; Semiconductor materials; Optoelectronics; Chemistry; Composite material; Catalysis","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":[0.00007718856,0.0005087992,0.0003281572,0.0003301254,0.0001553301,0.0004985499,0.0005157492,0.0003647903,0.003132171],"category_scores_gemma":[0.0000512843,0.000262544,0.0003120893,0.0003573791,0.0001412533,0.0004967492,0.0003928948,0.0004097315,0.001494756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003689625,"about_ca_system_score_gemma":0.00007151975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002147919,"about_ca_topic_score_gemma":0.0007796725,"domain_scores_codex":[0.9999222,0.000003943751,0.000003212742,0.0000248362,0.00003173828,0.00001418674],"domain_scores_gemma":[0.9999793,0.000005047108,0.000002928305,0.00000357622,0.000005484805,0.000003610829],"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":[0.00004246797,0.00003754747,0.00002859214,0.000169615,0.00001873937,0.00006421193,0.00001960183,0.0004318248,0.9704568,0.002028451,0.002172103,0.02453006],"study_design_scores_gemma":[0.0000193335,0.0002451852,0.0005917797,0.00001678271,0.00003745799,0.0003669734,0.00001818863,0.005043176,0.9244739,0.0009716169,0.06820063,0.00001501589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6392617,0.0512878,0.08633231,0.0007448876,0.001472373,0.000194741,0.00148366,0.003504866,0.2157176],"genre_scores_gemma":[0.7702189,0.01184022,0.04035231,0.0004381308,0.0002271639,0.0001981827,0.001823508,0.0003877443,0.1745139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003132171,"threshold_uncertainty_score":0.01047814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0313081340459941,"score_gpt":0.323085533122157,"score_spread":0.291777399076163,"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."}}