{"id":"W4280509900","doi":"10.18280/ria.360220","title":"Supervised Ontology Oriented Deep Neural Network to Predict Soil Health","year":2022,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial neural network; Ontology; Computer science; Artificial intelligence; Natural language processing; Machine learning; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003450778,0.0005509721,0.0004294931,0.0004853087,0.0001843151,0.0004500227,0.0006745391,0.0007043302,0.001134425],"category_scores_gemma":[0.0008474874,0.0002168792,0.000485879,0.0005090408,0.0002176272,0.0005304739,0.0004418713,0.0007615911,0.0002223309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007546465,"about_ca_system_score_gemma":0.000773599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01225002,"about_ca_topic_score_gemma":0.01303315,"domain_scores_codex":[0.9998825,0.00002112966,0.000009109376,0.00003233363,0.00002757668,0.00002752946],"domain_scores_gemma":[0.9996941,0.0001219016,0.00004005304,0.00001781174,0.0001116031,0.00001464349],"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":[0.0002386107,0.000381636,0.008401038,0.0001093214,0.0001312224,0.0001723212,0.00005358962,0.799736,0.006016624,0.001941272,0.004319567,0.1784988],"study_design_scores_gemma":[0.000002680831,0.00001163974,0.0004101004,0.000003177511,0.000004873366,0.000006797211,0.000004737458,0.9983402,0.0005051041,0.0005905736,0.0001177517,0.00000229085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.345975,0.001501676,0.6410877,0.0009098272,0.0002465486,0.0001148957,0.001919754,0.002010901,0.00623372],"genre_scores_gemma":[0.9532186,0.0003229382,0.04149841,0.0001550188,0.00004458022,0.00008407151,0.001378913,0.00002539986,0.003272095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01225002,"threshold_uncertainty_score":0.02435738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03045657699097743,"score_gpt":0.2406835476719382,"score_spread":0.2102269706809608,"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."}}