{"id":"W945120201","doi":"","title":"Direct comparison between in situ versus extraction techniques for measuring adsorbed proteins: application to lysozyme deposited onto hydrogel contact lenses","year":2013,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Protein Interaction Studies and Fluorescence Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Lysozyme; In situ; Adsorption; Extraction (chemistry); Materials science; Chromatography; Chemistry; Chemical engineering; Biochemistry; Organic chemistry; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004781317,0.00021014,0.0003146057,0.0002036267,0.0002941341,0.00005853138,0.0002800571,0.0001390441,0.000005757352],"category_scores_gemma":[0.00072462,0.000200429,0.0000794931,0.0005884732,0.0004375697,0.00006510284,0.000151945,0.0001284302,0.00001988074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528326,"about_ca_system_score_gemma":0.00009782596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210831,"about_ca_topic_score_gemma":0.0001942317,"domain_scores_codex":[0.9981686,0.0000894786,0.0003847521,0.0007187189,0.000232566,0.0004059157],"domain_scores_gemma":[0.9988829,0.00008902299,0.000219835,0.0002440921,0.0003961634,0.0001680049],"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":[0.000120093,0.00007675519,0.02578533,0.000007735041,0.00004219404,0.000001270924,0.0001370896,0.00001282899,0.9721446,0.000007156631,0.00003688157,0.00162807],"study_design_scores_gemma":[0.0002725775,0.001415907,0.04401679,0.00003247224,0.00002134568,0.000005479911,0.000273763,0.0002393834,0.9532719,0.00007602711,0.0001547908,0.0002196245],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954323,0.00007987516,0.002052562,0.0002199411,0.00007602236,0.001535599,0.000005853613,0.00003059918,0.0005672497],"genre_scores_gemma":[0.9937325,0.000005402268,0.004147195,0.00009359821,0.000116263,0.001827082,0.00002997209,0.00001409263,0.00003396902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01887276,"threshold_uncertainty_score":0.8173259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04786086193550247,"score_gpt":0.36390457390022,"score_spread":0.3160437119647175,"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."}}