{"id":"W4298298284","doi":"","title":"An example of agro-ecological transition on Saint-Laurent de la Prée research farm: method and first results","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cégep de Saint-Laurent","funders":"","keywords":"Transition (genetics); Ecology; Computer science; Biology","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":[0.0005059306,0.0001958053,0.0002708717,0.001047392,0.001720462,0.0008227171,0.0008426167,0.00151006,0.01403988],"category_scores_gemma":[0.001274437,0.0001325377,0.000398659,0.002600964,0.0006884611,0.0004811805,0.001016534,0.0006718459,0.001054031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001907284,"about_ca_system_score_gemma":0.001105133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07283776,"about_ca_topic_score_gemma":0.1405874,"domain_scores_codex":[0.999382,0.0002101009,0.00001585658,0.0001190713,0.0001156798,0.0001572911],"domain_scores_gemma":[0.9990513,0.0003891867,0.0000578395,0.0001138631,0.0001955523,0.0001922406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0056248,0.004647265,0.3833874,0.001938326,0.000318004,0.02268118,0.02712611,0.1156648,0.05051377,0.09024332,0.03200423,0.2658507],"study_design_scores_gemma":[0.0004962615,0.001526966,0.7190524,0.0002933071,0.0002150734,0.002624409,0.0376518,0.1005133,0.01774752,0.02604776,0.09357041,0.0002609185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317567,0.0001813536,0.01327319,0.0008537832,0.00006206374,0.0004526886,0.003785291,0.0002560688,0.04937885],"genre_scores_gemma":[0.9619099,0.0001017548,0.02255234,0.00006239324,0.00001094517,0.0001807514,0.001237086,0.00004412288,0.01390075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07283776,"threshold_uncertainty_score":0.1448276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06532585128127903,"score_gpt":0.3121035301697932,"score_spread":0.2467776788885142,"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."}}