{"id":"W6930062108","doi":"10.5281/zenodo.11504181","title":"NanoDefense Pro Canada - NanoDefense Pro Official Website, NanoDefense Pro Capsules! NanoDefense Pro Reviews Consumer Reports","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Product (mathematics); Quality (philosophy); Limiting; Filter (signal processing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.005829711,0.001489891,0.001741048,0.0009068819,0.002453482,0.003240578,0.003090806,0.000677729,0.06701156],"category_scores_gemma":[0.005656476,0.001378041,0.0003211863,0.001715487,0.001123109,0.0004669449,0.003567223,0.001379755,0.03892437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063712,"about_ca_system_score_gemma":0.0004808717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02597553,"about_ca_topic_score_gemma":0.002672425,"domain_scores_codex":[0.986342,0.002966662,0.00224773,0.00353036,0.002764031,0.00214925],"domain_scores_gemma":[0.9925905,0.00008710243,0.002138799,0.003178639,0.001186087,0.0008188855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001718,0.0002262421,0.000004654736,0.00205775,0.00008254742,0.001165072,0.0007664232,0.0001064853,0.06409928,0.0003406203,0.9285777,0.002401458],"study_design_scores_gemma":[0.0005432236,0.0003057928,0.00001310119,0.001495292,0.0001851356,0.001750786,0.0001124145,0.0002207838,0.003984184,0.0001191466,0.989731,0.001539152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02241714,0.0135595,0.001045672,0.002166089,0.01258809,0.01868084,0.007432791,0.01188605,0.9102238],"genre_scores_gemma":[0.03978562,0.001394006,0.005453263,0.001618295,0.002793282,0.00002297639,0.005374154,0.03161583,0.9119426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06115333,"threshold_uncertainty_score":0.999785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03026368987247956,"score_gpt":0.2590177732144325,"score_spread":0.2287540833419529,"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."}}