{"id":"W2217621072","doi":"10.1089/gen.32.20.12","title":"Improving HCA with Laser Scanning Imaging","year":2012,"lang":"en","type":"article","venue":"Genetic Engineering & Biotechnology News","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Laser scanning; Web site; Download; Library science; World Wide Web; Laser; Computer science; The Internet; Physics; Optics","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":[0.00007675531,0.0001934317,0.0001189196,0.0001374574,0.00006442627,0.00001798051,0.0002085869,0.0002211306,0.00001264406],"category_scores_gemma":[0.00003418444,0.0001770051,0.00004067735,0.0001893865,0.00005685443,0.000006648892,0.0001096032,0.0001620065,0.00001444612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002219709,"about_ca_system_score_gemma":0.00003235635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001669945,"about_ca_topic_score_gemma":0.000004206316,"domain_scores_codex":[0.9989563,0.00001235912,0.0001617792,0.0003258583,0.00009188035,0.0004518306],"domain_scores_gemma":[0.9993012,0.000003816617,0.00007039819,0.0004935852,0.00002855037,0.0001024737],"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":[0.00001235293,0.00001781602,0.006193012,0.00001337523,0.00001716387,0.000001679153,0.0000273661,0.001031024,0.9703096,0.00003667669,0.000579962,0.02175997],"study_design_scores_gemma":[0.0003776509,0.00007531132,0.006902641,0.00002263029,0.00002038651,0.0001015531,0.0001517037,0.001168504,0.9162344,0.000002404387,0.07463004,0.0003127555],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8403932,0.003602025,0.15456,0.0005261488,0.0003493947,0.0001713266,0.000002606514,0.0001772952,0.0002180325],"genre_scores_gemma":[0.9779195,0.0001180928,0.02122862,0.0001703156,0.000276374,0.00005288613,0.00001538791,0.00004602325,0.0001727873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1375263,"threshold_uncertainty_score":0.721806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003890162096633676,"score_gpt":0.1963108550836438,"score_spread":0.1924206929870101,"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."}}