{"id":"W4298037251","doi":"","title":"ITK Vigne, Decision support tool for viticulture","year":2013,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Inuit Tapiriit Kanatami","funders":"","keywords":"Viticulture; Decision support system; Vitis vinifera; Computer science; Artificial intelligence; Chemistry; Biology; Botany","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":[0.001690448,0.001887409,0.001078542,0.001535607,0.0004481972,0.00291198,0.002101698,0.001189556,0.05215757],"category_scores_gemma":[0.006307923,0.0008527662,0.00132219,0.0009771436,0.0003158916,0.002232407,0.001562889,0.001712493,0.02065434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006037485,"about_ca_system_score_gemma":0.0008110676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003086076,"about_ca_topic_score_gemma":0.002770755,"domain_scores_codex":[0.9990438,0.0002024566,0.0001161713,0.0002202606,0.000314012,0.0001033527],"domain_scores_gemma":[0.9978433,0.001292467,0.0001014342,0.0003395212,0.0002859709,0.000137304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00584411,0.0006648984,0.005858116,0.005899258,0.0008124812,0.001676264,0.001046097,0.08483316,0.03758098,0.02526798,0.3827014,0.4478153],"study_design_scores_gemma":[0.001565144,0.0003207003,0.003991316,0.0005246723,0.000332676,0.0009173444,0.0003098219,0.4513364,0.04156977,0.02681309,0.4720232,0.0002957283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0152191,0.001227702,0.4088882,0.0007604998,0.0004589921,0.0003674774,0.03502413,0.5196102,0.0184436],"genre_scores_gemma":[0.1876886,0.001819044,0.6326418,0.001065627,0.000195801,0.0009989808,0.1004834,0.04236217,0.03274471],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.05215757,"threshold_uncertainty_score":0.1744844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543258462877889,"score_gpt":0.2628081551934554,"score_spread":0.2373755705646765,"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."}}