{"id":"W4311897363","doi":"10.1149/2.f12224if","title":"Tech Highlights - Winter 2022","year":2022,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Environmental science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001541685,0.001187466,0.0006523043,0.003126025,0.002380709,0.009248598,0.00107027,0.002865255,0.2331552],"category_scores_gemma":[0.002254853,0.00048,0.0007260182,0.002812232,0.0004248449,0.002702534,0.001422242,0.002496353,0.2063893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001828801,"about_ca_system_score_gemma":0.004096916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002887717,"about_ca_topic_score_gemma":0.01141741,"domain_scores_codex":[0.9986691,0.00004858665,0.00004170129,0.0001084951,0.0009772057,0.0001549967],"domain_scores_gemma":[0.9974871,0.0001673803,0.0001117868,0.0001262299,0.001517308,0.0005903011],"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":[0.00002543599,0.00002401587,0.0000467065,0.00008647497,0.000003001263,0.00006724916,0.000008200002,0.00002400496,0.0008655892,0.0005155012,0.9790428,0.01929109],"study_design_scores_gemma":[0.000003962408,0.00001893517,0.0002536798,0.00003710824,0.000001980291,0.00004625856,0.00003196753,0.00003057009,0.0004211665,0.0002400697,0.9989108,0.000003560589],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002341286,0.02021047,0.001960261,0.0342113,0.1849612,0.0004524161,0.006151093,0.001368009,0.7483439],"genre_scores_gemma":[0.002677595,0.00699153,0.0004444606,0.004509237,0.009791884,0.00009791383,0.002660965,0.0004306841,0.9723957],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7668447,"threshold_uncertainty_score":0.7799819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006372766147617289,"score_gpt":0.2123703314599301,"score_spread":0.2059975653123128,"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."}}