{"id":"W7068771484","doi":"","title":"Beth I. Chandler","year":2018,"lang":"en","type":"article","venue":"Atlanta University Center Robert W. Woodruff Library (Atlanta University Center Robert W. Woodruff Library)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"George (robot); Period (music); Subject (documents); Quarter (Canadian coin); Theme (computing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000656942,0.0008647203,0.0004290048,0.0009687879,0.001979692,0.002472359,0.0005837826,0.001639833,0.2518986],"category_scores_gemma":[0.002635742,0.0003622524,0.0002510104,0.0003931224,0.0004994539,0.001749913,0.001523343,0.003576611,0.1968431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008698679,"about_ca_system_score_gemma":0.001072267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002592211,"about_ca_topic_score_gemma":0.00727593,"domain_scores_codex":[0.9994531,0.00005339517,0.00001718638,0.0001422481,0.0002531609,0.00008090081],"domain_scores_gemma":[0.9990576,0.00009494584,0.00003714702,0.00003223328,0.0003153948,0.0004627417],"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":[0.000006929847,0.000008194765,0.00003167924,0.00001809612,4.868209e-7,0.00003775154,0.00002788909,0.000007250694,0.00008238856,0.0006825898,0.9722181,0.02687861],"study_design_scores_gemma":[0.000002872025,0.00001212341,0.0001847651,0.00009877464,0.000001190259,0.0002964931,0.00007678299,0.00001366897,0.0001122209,0.0004757803,0.9987191,0.000006154463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001798974,0.0630383,0.002434078,0.1596494,0.1072417,0.0001308556,0.0007380515,0.001554121,0.6634147],"genre_scores_gemma":[0.005478768,0.01631103,0.0009977787,0.02514832,0.004943739,0.00004939549,0.0002037553,0.0004167596,0.9464505],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2518986,"threshold_uncertainty_score":0.8426849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00403061841112579,"score_gpt":0.1815381972571666,"score_spread":0.1775075788460408,"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."}}