{"id":"W4233895082","doi":"10.7202/1085368ar","title":"Introduction","year":2006,"lang":"en","type":"article","venue":"Recherches qualitatives","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00451398,0.0001465073,0.0001827706,0.0001502875,0.00004158064,0.00004017997,0.0001300572,0.000100465,0.0001867112],"category_scores_gemma":[0.002507704,0.0001317866,0.00007727878,0.0005187995,0.0001423996,0.0003852299,0.00001786158,0.0002036918,0.006183703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004030049,"about_ca_system_score_gemma":0.00005641796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002055432,"about_ca_topic_score_gemma":0.00004109807,"domain_scores_codex":[0.9965372,0.002431434,0.0003114067,0.0002638676,0.0002315789,0.0002244932],"domain_scores_gemma":[0.9980577,0.001365866,0.0001470863,0.0002217305,0.0001686348,0.00003896892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001974046,0.0003994659,0.0005986065,0.00004360071,0.00007662358,0.000006073294,0.01970658,0.0001414264,0.2856075,0.2394485,0.4476493,0.006124883],"study_design_scores_gemma":[0.0008798723,0.0002138197,0.02410862,0.00002433538,0.00004606383,0.00001558003,0.007084542,0.00007346041,0.07233667,0.3510904,0.5434969,0.0006297221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8586432,0.002022296,0.01740743,0.02002175,0.0006839909,0.0004194096,0.00003507967,0.001215364,0.09955151],"genre_scores_gemma":[0.8020926,0.00001307086,0.1434361,0.0001596575,0.006142122,0.00005203877,0.00009442012,0.00016986,0.04784017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2132709,"threshold_uncertainty_score":0.9945901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2025239685274455,"score_gpt":0.4305764008603674,"score_spread":0.2280524323329219,"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."}}