{"id":"W4416697426","doi":"10.1002/adma.71293","title":"Photothermal Boost of Laser‐Synthesized TiC Colloidal Variants with Engineered Solid‐State Interfaces and Nitridation (Adv. Mater. 47/2025)","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Laser-Ablation Synthesis of Nanoparticles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Photothermal therapy; Colloid; Nucleation; Covalent bond; Carbon fibers; Nitriding; Colloidal particle; Photothermal effect; Surface modification","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002294137,0.0002291053,0.0004352369,0.000144714,0.00004428658,0.00007610911,0.0001285662,0.00006199189,0.000230394],"category_scores_gemma":[0.0001070674,0.0002047557,0.0000195459,0.0001697569,0.00006098336,0.0003766113,0.00003863754,0.00004082081,0.00002427539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005060424,"about_ca_system_score_gemma":0.00002912341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001139454,"about_ca_topic_score_gemma":0.000007788108,"domain_scores_codex":[0.9988427,0.00005378364,0.0004652825,0.000216966,0.0001596808,0.0002615715],"domain_scores_gemma":[0.9993285,0.0001875239,0.000103666,0.0002396355,0.00008935791,0.00005130388],"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":[0.0003397303,0.00002796648,0.00008163328,0.0002505029,0.00009646021,0.000003564142,0.0001001692,0.01308905,0.9849296,0.00002411461,0.00004728112,0.001009971],"study_design_scores_gemma":[0.001140083,0.00004819363,0.002572204,0.0002731245,0.00004906549,0.000003235287,0.00004955804,0.0005437047,0.9947065,0.0001679944,0.0002434364,0.000202896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971354,0.00008490841,0.001388208,0.00004379815,0.0002429429,0.0004026014,0.0001307134,0.0002222604,0.0003491772],"genre_scores_gemma":[0.9964753,0.0000991964,0.002964482,0.00002287186,0.00001531324,0.00007221166,0.00001009816,0.00004447172,0.0002960628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01254535,"threshold_uncertainty_score":0.8349696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005100201670826312,"score_gpt":0.219001959458331,"score_spread":0.2139017577875046,"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."}}