{"id":"W1972087543","doi":"10.3917/cnx.082.0009","title":"Dialogue autour des groupes","year":2004,"lang":"fr","type":"article","venue":"Connexions","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège de Maisonneuve","funders":"","keywords":"Humanities; Ethnology; Philosophy; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001147114,0.0001291873,0.0001496113,0.00005167537,0.001397533,0.00005016892,0.0002326746,0.0002111941,0.0007608337],"category_scores_gemma":[0.001209848,0.0001462138,0.000111019,0.0003709274,0.004062009,0.000298068,0.00002405581,0.0001965943,0.0007697722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989288,"about_ca_system_score_gemma":0.0006167866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002820507,"about_ca_topic_score_gemma":0.001762634,"domain_scores_codex":[0.998599,0.0003794472,0.0002126789,0.000238726,0.000140388,0.0004297594],"domain_scores_gemma":[0.9984515,0.0009826421,0.00007851177,0.0001414263,0.0001603149,0.0001855856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[5.896639e-7,0.0001347549,0.001402834,0.00001287794,0.00002856353,0.000001118708,0.0927596,0.00005255753,0.0000151741,0.9004476,0.001009122,0.004135171],"study_design_scores_gemma":[0.0003262383,0.00006344513,0.01948622,0.0001191484,0.00005727592,0.000006053074,0.1220038,0.000006206592,0.00001610623,0.675991,0.1816763,0.0002482462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4365749,0.01386327,0.007180306,0.2557304,0.02012308,0.0004354271,0.0001004803,0.0002897327,0.2657024],"genre_scores_gemma":[0.9767329,0.002028349,0.004676335,0.0008964601,0.005567546,0.00003801916,0.00003842546,0.00001497221,0.01000706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5401579,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3031386503249497,"score_gpt":0.4542881406460175,"score_spread":0.1511494903210677,"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."}}