{"id":"W7009577161","doi":"","title":"Experimental studies of zinc oxide and silica peptide interactions","year":2016,"lang":"en","type":"dissertation","venue":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Air Force Office of Scientific Research; U.S. Air Force; Trent University; Nottingham Trent University","keywords":"Phase (matter); Filter (signal processing); Work (physics); Mechanism (biology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004157492,0.0008273653,0.001062268,0.0008108148,0.002381712,0.0002165492,0.0007809972,0.0003868808,0.0001101793],"category_scores_gemma":[0.0002623696,0.0007602895,0.0005317039,0.0003683038,0.001073781,0.0008743147,0.0004445357,0.0006149465,0.00004322369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332827,"about_ca_system_score_gemma":0.0010156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005093038,"about_ca_topic_score_gemma":0.00006271874,"domain_scores_codex":[0.994693,0.0003665038,0.001205422,0.001478288,0.001497676,0.0007591571],"domain_scores_gemma":[0.9960576,0.0006255646,0.001370071,0.0007171868,0.0008137641,0.000415796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006155505,0.0007114091,0.001493862,0.0004925893,0.000401327,0.0005812582,0.001955112,0.00005892451,0.9887283,0.002736633,0.001079092,0.001145907],"study_design_scores_gemma":[0.001518228,0.0003459397,0.004201482,0.002304004,0.0004073966,0.0002436034,0.007395891,0.00006107835,0.9579372,0.00003448255,0.02455891,0.0009917887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93299,0.00272367,0.00002826035,0.00006127136,0.003578413,0.0004700807,0.00007954637,0.0002212101,0.05984756],"genre_scores_gemma":[0.9308478,0.0001958435,0.0005833512,0.00001193106,0.0005697454,0.00002867672,0.0001222515,0.00006166061,0.06757873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03079114,"threshold_uncertainty_score":0.9994848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193546577316427,"score_gpt":0.2957772909269155,"score_spread":0.2738418251537512,"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."}}