{"id":"W6957784417","doi":"10.60692/dxg62-b5437","title":"Automated Machine Learning: A Case Study of Genomic \"Image-Based\" Prediction in Maize Hybrids","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Hyperparameter; Convolutional neural network; Multilayer perceptron; Support vector machine; Regression; Selection (genetic algorithm); Perceptron; Feature selection","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":[0.001410965,0.0004174461,0.0003541294,0.0006140004,0.0004156189,0.0006851546,0.0008018341,0.001188105,0.0006715814],"category_scores_gemma":[0.004223502,0.0001175969,0.0004386653,0.00106457,0.0005098522,0.0006072856,0.0004732492,0.0005149502,0.0002100963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009241253,"about_ca_system_score_gemma":0.0004030571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01332409,"about_ca_topic_score_gemma":0.01298139,"domain_scores_codex":[0.9993905,0.0002496574,0.00003064535,0.0001406807,0.0001339929,0.00005453629],"domain_scores_gemma":[0.9965703,0.002662169,0.0001819446,0.0002363814,0.0002859992,0.00006308782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001164937,0.0007770773,0.1116772,0.0004151517,0.0002221532,0.005870467,0.00155818,0.6529974,0.0285221,0.004693,0.003945282,0.1881571],"study_design_scores_gemma":[0.0000355386,0.0003913047,0.04571896,0.00002204761,0.00004876521,0.0006385925,0.0008292691,0.9166625,0.02853772,0.004069318,0.002997365,0.00004877865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983359,0.0001330898,0.01454598,0.0002684312,0.000007657905,0.00003539893,0.0004868054,0.0002411513,0.0009225916],"genre_scores_gemma":[0.9809226,0.0000490534,0.01779946,0.0000306261,0.000006366737,0.00002131895,0.0005359712,0.00002512413,0.0006094361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01332409,"threshold_uncertainty_score":0.02649307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08824359288749266,"score_gpt":0.2931175483841901,"score_spread":0.2048739554966974,"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."}}