{"id":"W2301103759","doi":"10.13034/jsst.v8i1.53","title":"WHO IS A RESEARCHER? / QU’EST-CE QU’UN CHERCHEUR?","year":2015,"lang":"fr","type":"article","venue":"Journal of Student Science and Technology","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Verstehen; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01923692,0.000146549,0.0003287891,0.0006279501,0.000783581,0.0001393548,0.001309762,0.0003499112,0.00006233519],"category_scores_gemma":[0.004604639,0.0001310759,0.00005753717,0.002879922,0.01194958,0.0007480343,0.0002318694,0.000848861,0.00002941465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000441609,"about_ca_system_score_gemma":0.003588326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001259213,"about_ca_topic_score_gemma":0.0000231276,"domain_scores_codex":[0.9967064,0.0003652506,0.0004996304,0.0003224948,0.001478781,0.0006273895],"domain_scores_gemma":[0.9956145,0.0004733655,0.0004385539,0.0001993536,0.002876695,0.0003975903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001420787,0.0007334555,0.1969216,0.00002835344,0.0001291155,0.00003295451,0.1842347,0.000002956928,0.0007072335,0.5059439,0.01429874,0.09695272],"study_design_scores_gemma":[0.001098526,0.001565282,0.05553252,0.0002316434,0.00007994645,0.0002573136,0.6546419,0.0000434413,0.0004083736,0.1053996,0.1803954,0.000345989],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7649847,0.01277071,0.0000493727,0.2131694,0.001894152,0.0001204696,0.000002061535,0.00001786781,0.006991191],"genre_scores_gemma":[0.9811673,0.01316453,0.002475742,0.000691037,0.001216215,0.000006024148,1.901379e-7,0.000008558276,0.001270452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4704072,"threshold_uncertainty_score":0.9907393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4148032267551615,"score_gpt":0.548395657203956,"score_spread":0.1335924304487945,"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."}}