{"id":"W4405898151","doi":"10.1016/j.apmt.2024.102574","title":"Nanomaterial advanced smart coatings: Emerging trends shaping the future","year":2024,"lang":"en","type":"article","venue":"Applied Materials Today","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Nanomaterials; Nanotechnology; Materials science; Smart material","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":[0.001069193,0.0003494896,0.0005246393,0.0007869446,0.0003033914,0.001584283,0.0004281205,0.001359178,0.002351675],"category_scores_gemma":[0.0008856411,0.0002224944,0.0003037974,0.000868357,0.0006130449,0.002921625,0.0006956841,0.001420617,0.0008386492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005780212,"about_ca_system_score_gemma":0.0008270807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003570622,"about_ca_topic_score_gemma":0.0008706445,"domain_scores_codex":[0.9996622,0.00005507669,0.00003316009,0.00005125679,0.0001546648,0.00004365543],"domain_scores_gemma":[0.9993969,0.0002882813,0.00006271899,0.00001876042,0.0001876929,0.00004572806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001056649,0.0001031462,0.0007896174,0.01467034,0.00006487647,0.000632555,0.0005351839,0.001341284,0.03970078,0.09845576,0.03079191,0.8128089],"study_design_scores_gemma":[0.000007431046,0.0001249499,0.0006068619,0.001607065,0.0000327673,0.0008798607,0.0003138435,0.0007637847,0.005904143,0.02329723,0.9664302,0.00003170923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001493733,0.9870171,0.001660865,0.003892671,0.0008630579,0.000007355351,0.00002706266,0.00002559486,0.005012529],"genre_scores_gemma":[0.01538726,0.9757313,0.003593962,0.001652476,0.001031888,0.00001400658,0.00004479705,0.00001262513,0.002531782],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002351675,"threshold_uncertainty_score":0.007867098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009115921561669358,"score_gpt":0.2256570586585332,"score_spread":0.2165411370968639,"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."}}