{"id":"W2048568671","doi":"10.1109/memea.2010.5480211","title":"Plate analyzer - a yeast colony size measurement system","year":2010,"lang":"en","type":"article","venue":"","topic":"Fungal and yeast genetics research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Detector; Computer science; Preprocessor; Robustness (evolution); Spectrum analyzer; Artificial intelligence; Data mining; Telecommunications; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00132126,0.001387017,0.00174457,0.00323636,0.0007897508,0.001492756,0.002651809,0.001057292,0.02212225],"category_scores_gemma":[0.002106644,0.0009459683,0.0006771316,0.001594351,0.0004357595,0.001312357,0.001560307,0.001596991,0.01951417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006734927,"about_ca_system_score_gemma":0.001132464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651792,"about_ca_topic_score_gemma":0.001563298,"domain_scores_codex":[0.9972899,0.0002278925,0.0001865567,0.0007111742,0.001471999,0.0001124774],"domain_scores_gemma":[0.9979635,0.0003013764,0.0001820258,0.0002973064,0.001006914,0.0002487765],"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":[0.001017651,0.0003537782,0.006807008,0.0007206865,0.0001372413,0.0002997448,0.0002575206,0.001792356,0.7736681,0.003248114,0.05107051,0.1606273],"study_design_scores_gemma":[0.0002261012,0.0009809791,0.01788628,0.0001317661,0.0002327651,0.002208678,0.0001865777,0.07649427,0.7055214,0.00198817,0.1937955,0.0003474845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06123884,0.001272282,0.7700481,0.0004115907,0.0005223453,0.002382635,0.02587629,0.1198577,0.01839028],"genre_scores_gemma":[0.1221648,0.001483629,0.7759609,0.000751321,0.0001782878,0.004191041,0.04285381,0.005432476,0.04698373],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02212225,"threshold_uncertainty_score":0.07400632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398622870580912,"score_gpt":0.2494017032910148,"score_spread":0.2354154745852056,"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."}}