{"id":"W4414211207","doi":"10.7202/1119590ar","title":"La recherche in situ","year":2025,"lang":"fr","type":"article","venue":"Revue du CREMIS","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Relation (database); Context (archaeology); Western europe; ESPACE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03949367,0.0001139922,0.000251086,0.0001195845,0.0001677611,0.0000739235,0.0003230615,0.0008204304,0.0003688268],"category_scores_gemma":[0.03360773,0.0001256076,0.000109754,0.001590776,0.001174328,0.0001423942,0.00009574029,0.001691718,0.0001201794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000809886,"about_ca_system_score_gemma":0.0008655541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002770178,"about_ca_topic_score_gemma":0.002713436,"domain_scores_codex":[0.973967,0.02471725,0.000292432,0.000297907,0.0002482264,0.0004772517],"domain_scores_gemma":[0.9772077,0.02226176,0.00005251522,0.0001918367,0.0001614609,0.0001247028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000128613,0.00009230274,0.001146401,0.0004289587,0.00002119593,0.00003773052,0.0462084,0.000003593212,0.0006273427,0.6142094,0.005465675,0.3317461],"study_design_scores_gemma":[0.0001771948,0.00001928205,0.000874103,0.0008145656,0.00001111806,0.000001118928,0.01473171,0.0001161089,0.0002620213,0.2337536,0.7491222,0.0001169867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01284817,0.01634341,0.005701253,0.2298043,0.0005424415,0.0001919345,0.000007501275,0.0000234938,0.7345375],"genre_scores_gemma":[0.1784279,0.10076,0.1175376,0.001842944,0.0012351,0.00007243107,0.000006515997,0.00003806976,0.6000794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7436566,"threshold_uncertainty_score":0.9890434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7226835636826672,"score_gpt":0.6318377535167083,"score_spread":0.09084581016595883,"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."}}