{"id":"W1520693116","doi":"","title":"Investigation and Analysis of Present Situation and Educational Countermeasures and Cultural Needs of Farmers","year":2014,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entertainment; Basketball; Recreation; Government (linguistics); Public relations; Marketing; Face (sociological concept); Advertising; Business; Football; Psychology; Political science; Sociology; Law; Geography; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003145825,0.00009949193,0.000182485,0.00006397855,0.0003162648,0.0001146725,0.0001285585,0.00005203079,0.00002307692],"category_scores_gemma":[0.000290118,0.00004838298,0.00003444884,0.0006918808,0.0008354583,0.0005097087,0.0001107347,0.00006034102,5.187943e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002079454,"about_ca_system_score_gemma":0.000008363931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005190319,"about_ca_topic_score_gemma":0.0001658425,"domain_scores_codex":[0.9992325,0.00009249167,0.0002956078,0.0001269058,0.0001718648,0.00008068865],"domain_scores_gemma":[0.9983699,0.0003569718,0.0002756981,0.0000874563,0.000870296,0.00003969629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002507234,0.00005424869,0.8190261,0.0000409206,0.0002527724,5.113103e-9,0.005353289,0.00004999808,0.1261602,0.03119724,0.0003522282,0.01748798],"study_design_scores_gemma":[0.0001046368,0.00004265291,0.9915649,0.00002226475,0.0001315197,9.78421e-7,0.004186084,0.0006404758,0.000915156,0.00135348,0.0009463774,0.00009145558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955352,0.0006145328,0.000002663799,0.003130132,0.00002604931,0.0001262792,0.0000407882,0.00001106347,0.0005133059],"genre_scores_gemma":[0.9985247,0.000357928,0.0002844298,0.00005701262,0.0000308557,0.0000170007,0.0006125214,6.527216e-7,0.000114892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1725388,"threshold_uncertainty_score":0.3078281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05562409355404642,"score_gpt":0.3194112307304904,"score_spread":0.263787137176444,"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."}}