{"id":"W4404384751","doi":"10.21275/sr22804162634","title":"Analysis and Prediction of the Quality of Biocontrol using Machine Learning Classifications","year":2022,"lang":"en","type":"article","venue":"International Journal of Science and Research (IJSR)","topic":"Food Supply Chain Traceability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Machine learning; Artificial intelligence; Computer science; Philosophy; Epistemology","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":[0.002661996,0.0008718034,0.00092432,0.003812324,0.0003957334,0.001467846,0.0008116223,0.001246773,0.001679958],"category_scores_gemma":[0.007615784,0.0001859013,0.0009261982,0.001545301,0.0003123525,0.0008671295,0.0004120894,0.0009919169,0.0008549254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009185782,"about_ca_system_score_gemma":0.0007689323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008863912,"about_ca_topic_score_gemma":0.005382112,"domain_scores_codex":[0.9988748,0.0002346522,0.0001443703,0.0002580886,0.000296796,0.0001911823],"domain_scores_gemma":[0.9918903,0.004988845,0.0007482644,0.0003465276,0.001792711,0.0002334142],"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":[0.0006677773,0.001392484,0.2876654,0.0002641334,0.0003113472,0.0002785363,0.0001602608,0.3743217,0.005399466,0.0008930948,0.006271856,0.322374],"study_design_scores_gemma":[0.000009475562,0.0001433785,0.03051376,0.00002448407,0.00002609917,0.00002640302,0.00006642588,0.9661334,0.001919947,0.0005086086,0.0006096098,0.0000184935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9100562,0.0008108657,0.07837503,0.0005754022,0.0002230851,0.0002359657,0.003812111,0.001662475,0.004248908],"genre_scores_gemma":[0.9757586,0.000149922,0.01933797,0.00005198082,0.00003917549,0.0001025772,0.003332007,0.00002635971,0.001201479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008863912,"threshold_uncertainty_score":0.01762468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1266265572040918,"score_gpt":0.389828942674543,"score_spread":0.2632023854704513,"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."}}