{"id":"W2041544704","doi":"10.1080/03639040500306294","title":"Artificial Neural Networks: Comparison of Two Programs for Modeling a Process of Nanoparticle Preparation","year":2005,"lang":"en","type":"article","venue":"Drug Development and Industrial Pharmacy","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Artificial neural network; Nanoparticle; Biological system; Materials science; Microporous material; Computer science; Software; Nanotechnology; Machine learning; Composite 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":[0.001591858,0.001092231,0.0004892407,0.0006847,0.0002275551,0.0005659568,0.0007273864,0.0008370485,0.00133896],"category_scores_gemma":[0.004102482,0.0002807046,0.0003648503,0.0005319088,0.000238011,0.0007322025,0.0003846531,0.000608945,0.0002232929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006983861,"about_ca_system_score_gemma":0.0006575806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006221001,"about_ca_topic_score_gemma":0.004882778,"domain_scores_codex":[0.9994944,0.0002460216,0.00004388584,0.00007060624,0.0001169865,0.00002807634],"domain_scores_gemma":[0.9976702,0.001827269,0.0001149407,0.00006745412,0.0002880754,0.00003212406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006414699,0.0002278373,0.002916717,0.0002376694,0.000136651,0.00004494275,0.00006786949,0.8638656,0.003867072,0.002196763,0.0007333806,0.125064],"study_design_scores_gemma":[0.0000110451,0.00005055995,0.0002640203,0.000006907185,0.00001146143,0.000007615771,0.000007012578,0.9972349,0.001884355,0.0002966058,0.0002208543,0.00000476183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2574368,0.0009225615,0.7317944,0.0003891839,0.0001176816,0.0002206167,0.0002740947,0.003222007,0.005622662],"genre_scores_gemma":[0.7167799,0.0006901979,0.2780082,0.00009849399,0.000034828,0.0006155302,0.000331403,0.0002316235,0.003209801],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006221001,"threshold_uncertainty_score":0.01236957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1213835683351211,"score_gpt":0.3932765954438507,"score_spread":0.2718930271087296,"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."}}