{"id":"W7004816825","doi":"","title":"Q&A","year":2012,"lang":"en","type":"article","venue":"WBI Studies Repository","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Action (physics); Relation (database); Natural (archaeology)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001131298,0.0006578637,0.0007437801,0.001549142,0.002880344,0.006119976,0.001556505,0.002304829,0.9130495],"category_scores_gemma":[0.005529343,0.0005996785,0.0007213435,0.00110213,0.001047451,0.002741444,0.002774679,0.001958489,0.8821884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011932,"about_ca_system_score_gemma":0.00208104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005318475,"about_ca_topic_score_gemma":0.007792292,"domain_scores_codex":[0.9991847,0.000074607,0.00003855841,0.0001716461,0.0004341232,0.00009629355],"domain_scores_gemma":[0.9953543,0.0005144529,0.0001510512,0.0006366394,0.002523035,0.0008204744],"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":[0.00003937977,0.0000281419,0.00008334686,0.00006550429,0.000002016472,0.00006157092,0.00004638283,0.00003144549,0.0004838026,0.003247408,0.9419136,0.05399753],"study_design_scores_gemma":[0.000008386186,0.00001043123,0.0001723509,0.0000241252,7.379425e-7,0.00004450242,0.00002847777,0.00004819014,0.0001512478,0.0005648829,0.9989422,0.000004490755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002653734,0.000205246,0.001294854,0.002867501,0.001634748,0.0001482602,0.002488828,0.004773222,0.986322],"genre_scores_gemma":[0.001137298,0.0001196341,0.0005216009,0.0009025708,0.0001428011,0.00004245357,0.0009036708,0.0008889419,0.9953409],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08695054,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058362998183369,"score_gpt":0.3177003265853701,"score_spread":0.2971166966035365,"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."}}