{"id":"W7038525917","doi":"","title":"Improving the scientific and methodological apparatus for determining the optimum strategy when selecting a grouping element for performing the task","year":2023,"lang":"en","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces","funders":"","keywords":"Task (project management); Selection (genetic algorithm); Process (computing); Function (biology); Element (criminal law); Object (grammar); Value (mathematics)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004976656,0.0002153558,0.0002412076,0.00006690816,0.005784339,0.0006453394,0.001116693,0.00009879897,0.0002207088],"category_scores_gemma":[0.00164494,0.00007020176,0.0002022386,0.0006616419,0.0005170986,0.0003913076,0.0004468049,0.0002782439,0.00001337205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005430377,"about_ca_system_score_gemma":0.00008248798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002821131,"about_ca_topic_score_gemma":0.0006485767,"domain_scores_codex":[0.9975691,0.000395075,0.0003476662,0.0005560445,0.0006236678,0.0005083995],"domain_scores_gemma":[0.9890433,0.009765415,0.0003061433,0.0001613784,0.0006597612,0.00006402172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002924455,0.0005293843,0.0133671,0.000401039,0.0006739759,0.00001385273,0.0343419,0.005063448,0.3718678,0.333279,0.0872066,0.1503315],"study_design_scores_gemma":[0.0006280708,0.001279656,0.01070109,0.00009312605,0.000274245,0.0000759582,0.08405487,0.0657766,0.003212195,0.02676408,0.8063968,0.0007432432],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821551,0.0002503523,0.0006520028,0.01311054,0.0008603539,0.001376117,0.001016386,0.00008722261,0.0004918824],"genre_scores_gemma":[0.9811643,0.00006822623,0.0008190008,0.0001343613,0.0004184743,0.00004153365,0.0006710488,0.000003771552,0.01667924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7191902,"threshold_uncertainty_score":0.99551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1434634394432776,"score_gpt":0.3455196810274053,"score_spread":0.2020562415841277,"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."}}