{"id":"W7033241933","doi":"","title":"Properties and behavior of nanoparticles","year":2022,"lang":"uk","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Advanced Theoretical and Applied Studies in Material Sciences and Geometry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Nanoparticle; Nanomaterials; Cladding (metalworking); Metal; Surface energy; Quantum dot; Interaction energy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008517204,0.0002245218,0.0003936467,0.0001770726,0.001284003,0.00006187858,0.0008185625,0.00006350116,0.001201944],"category_scores_gemma":[0.0001002638,0.0001732132,0.0001101814,0.0006955713,0.003897269,0.0002484306,0.001358437,0.0002409495,0.000007692987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009241432,"about_ca_system_score_gemma":0.0001113273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396326,"about_ca_topic_score_gemma":0.00003920387,"domain_scores_codex":[0.9975692,0.0001630741,0.0004016536,0.0004127039,0.00109144,0.0003619078],"domain_scores_gemma":[0.9990367,0.0001401533,0.0001975858,0.0002405053,0.0002962082,0.00008883952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000701258,0.0007060216,0.0008850641,0.0004659431,0.0001762155,0.00002445631,0.0145351,0.009390939,0.1287639,0.8384222,0.0008274333,0.005101409],"study_design_scores_gemma":[0.00297872,0.002986947,0.01168616,0.0001979445,0.0007824164,0.000124817,0.2738163,0.005899168,0.08737055,0.1144788,0.497585,0.002093164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909965,0.001873034,0.00004755765,0.001747925,0.0008942197,0.0003151055,0.0005072622,0.0000393851,0.00357897],"genre_scores_gemma":[0.9845797,0.0002689413,0.0003150938,0.00001629331,0.00007203515,0.000006299542,0.00001555749,0.00001039667,0.01471566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7239435,"threshold_uncertainty_score":0.9997111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05687375173793743,"score_gpt":0.2856374966088127,"score_spread":0.2287637448708752,"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."}}