{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004656008,0.001709136,0.0007875631,0.001714887,0.0004523238,0.001132091,0.002338474,0.001368243,0.002899424],"category_scores_gemma":[0.0009865452,0.000257792,0.001479283,0.001213995,0.0002595326,0.001314278,0.0007521714,0.001392143,0.00219625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160419,"about_ca_system_score_gemma":0.000726346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01343166,"about_ca_topic_score_gemma":0.02126524,"domain_scores_codex":[0.9996569,0.00003703711,0.00002119435,0.0001494865,0.00008226435,0.00005315404],"domain_scores_gemma":[0.9997641,0.00004266144,0.00001996235,0.00004677843,0.0001040045,0.00002250082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001103218,0.001393952,0.01848393,0.000605645,0.0004439449,0.0008025314,0.0001028557,0.1595033,0.02565307,0.002391579,0.1009491,0.6885669],"study_design_scores_gemma":[0.00003830343,0.0001589478,0.006119442,0.00003693709,0.00003782016,0.0001394535,0.00006147043,0.9769418,0.006331218,0.001215589,0.008875664,0.00004339131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5392288,0.006931606,0.3331045,0.002488428,0.002458113,0.001254519,0.06364797,0.03141712,0.01946894],"genre_scores_gemma":[0.6453324,0.001357591,0.1929331,0.0008681555,0.0003856828,0.000873688,0.1331681,0.0004146329,0.02466675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01343166,"threshold_uncertainty_score":0.02670699,"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."}}