{"id":"W4297914324","doi":"","title":"Du quantitatif au qualitatif : vers une compréhension globale des dynamiques sociales à la forêt. Enquêtes qualitatives réalisées à Tours (région Centre), dans les Ardennes (vallées de la Semoy et de la Meuse) et à Orcines (Puy de Dôme)","year":2008,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Dynamics (music); Social dynamics; Qualitative property; Data science; Geography; Sociology; Computer science; Social science; Pedagogy","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":[0.02446414,0.0007585424,0.0008842411,0.005790864,0.002416324,0.01254803,0.001016328,0.001541054,0.002834816],"category_scores_gemma":[0.02297143,0.0005210228,0.0008938105,0.006640094,0.01348209,0.01760756,0.004458056,0.002464481,0.0001582431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01256023,"about_ca_system_score_gemma":0.005830047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05505691,"about_ca_topic_score_gemma":0.03772668,"domain_scores_codex":[0.9873683,0.00798414,0.0004696766,0.001303733,0.002307534,0.0005665608],"domain_scores_gemma":[0.973624,0.01756231,0.003954378,0.001018427,0.003205632,0.0006353233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009518867,0.00005957539,0.08710574,0.002271942,0.0002976772,0.0002189879,0.6112864,0.002089523,0.001500089,0.2078419,0.004449956,0.0827831],"study_design_scores_gemma":[0.00002780657,0.0002372351,0.1843971,0.002841055,0.0001731332,0.0002557798,0.5911192,0.002411646,0.00101663,0.1023197,0.115075,0.0001257633],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7156335,0.05603914,0.04263423,0.1099426,0.0004996803,0.0002456842,0.001876078,0.0001730011,0.07295609],"genre_scores_gemma":[0.9890518,0.004458787,0.003229265,0.0009546426,0.00007270448,0.0001409952,0.0001210821,0.00005290347,0.001917871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05505691,"threshold_uncertainty_score":0.1293803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500998884077008,"score_gpt":0.301208048352975,"score_spread":0.2761980595122049,"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."}}