{"id":"W2110510861","doi":"10.1177/2211068212453311","title":"Designs and Concept Reliance of a Fully Automated High-Content Screening Platform","year":2012,"lang":"en","type":"article","venue":"SLAS TECHNOLOGY","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thermo Fisher Scientific (Canada)","funders":"National Cancer Institute","keywords":"Microscope; Computer science; Spectrum analyzer; Throughput; Computer hardware; Operating system; Optics; Telecommunications","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":[0.0001462739,0.0001390618,0.0002225843,0.0001609404,0.00004120403,0.000005984692,0.000189502,0.0003185002,0.00001161734],"category_scores_gemma":[0.0001202266,0.0001325524,0.00005163873,0.0002194061,0.0003142244,0.000009160986,0.0002009473,0.0001072437,0.000003127478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000930734,"about_ca_system_score_gemma":0.00001664078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004497674,"about_ca_topic_score_gemma":0.00001383384,"domain_scores_codex":[0.9991435,0.00001579675,0.0002359943,0.0002389898,0.00007215264,0.0002935822],"domain_scores_gemma":[0.9992946,0.000009494561,0.0001431518,0.0004102751,0.00009474478,0.00004769373],"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":[0.00002297691,0.00003785407,0.0112105,0.00000870825,0.00007308793,0.000001962821,0.00002447652,0.000001608887,0.9787859,0.000611626,0.001486706,0.007734646],"study_design_scores_gemma":[0.000303085,0.0002073698,0.003367617,0.00001772445,0.00003852639,0.00003526228,0.0001187469,0.00009543342,0.991536,0.000155721,0.003973961,0.0001505932],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804679,0.00262492,0.01604177,0.0001318131,0.00001939686,0.0001546525,0.000004433844,0.0002997155,0.0002553549],"genre_scores_gemma":[0.9755066,0.0001926841,0.02398192,0.00006475507,0.000035327,0.00002457966,0.000029097,0.00001886243,0.0001461684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01275011,"threshold_uncertainty_score":0.5405329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318943619028258,"score_gpt":0.2697967318637717,"score_spread":0.2466072956734892,"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."}}