{"id":"W4318484103","doi":"10.3390/electronics12030665","title":"A Novel Classification Model of Date Fruit Dataset Using Deep Transfer Learning","year":2023,"lang":"en","type":"article","venue":"Electronics","topic":"Date Palm Research Studies","field":"Agricultural and Biological Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Al Jouf University","keywords":"Artificial intelligence; Transfer of learning; Computer science; Deep learning; Machine learning; Pattern recognition (psychology); Data mining","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":[],"consensus_categories":[],"category_scores_codex":[0.000321654,0.00007846791,0.0001137976,0.00001734436,0.0001704399,0.00002174998,0.0002093097,0.00004073002,0.00003939971],"category_scores_gemma":[0.00006740462,0.00003358316,0.00003479115,0.0004762324,0.00004399925,0.00009902721,0.00007123934,0.0001667319,0.00002449464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000247797,"about_ca_system_score_gemma":0.00001952414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003712249,"about_ca_topic_score_gemma":0.0003901961,"domain_scores_codex":[0.9990478,0.0000346823,0.0001386914,0.0001962669,0.0002234977,0.0003591318],"domain_scores_gemma":[0.9997449,0.00008940842,0.0000275257,0.00005373989,0.00004698128,0.00003746636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001217786,0.00002625308,0.0002032989,0.000006881419,0.00001604775,2.766846e-7,0.00005183438,0.004576068,0.9748356,0.0004699746,0.0003504888,0.01945105],"study_design_scores_gemma":[0.0002040845,0.0002189671,0.007330919,0.00001435354,0.00002495288,0.000001920714,0.0003584028,0.9232346,0.01638326,0.0004460168,0.05156208,0.0002204217],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973284,0.0002850604,0.0008187868,0.0004532163,0.00001359102,0.0001410103,0.0006999502,0.0000666924,0.0001932746],"genre_scores_gemma":[0.9959355,0.001100045,0.0001870616,0.00002474943,0.00004727631,0.00001049357,0.002561089,0.000001371061,0.0001324207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9584524,"threshold_uncertainty_score":0.1369482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1307388545351535,"score_gpt":0.3166981546488349,"score_spread":0.1859593001136814,"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."}}