{"id":"W2597337424","doi":"","title":"Reflection of National Identity, Gender and Age in the Language of Francophone Weblogs","year":2015,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"French; Reflection (computer programming); Identity (music); Sociology; Linguistics; Gender studies; History; Art; Computer science; Philosophy; Aesthetics; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002143542,0.0001544912,0.0001580184,0.001891191,0.002916453,0.002472504,0.0002603884,0.0003305997,0.003695552],"category_scores_gemma":[0.005380481,0.00009482127,0.0001019026,0.0008836995,0.001716845,0.001351567,0.001077853,0.0004771265,0.0003306079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003224001,"about_ca_system_score_gemma":0.001723227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2252846,"about_ca_topic_score_gemma":0.2989356,"domain_scores_codex":[0.9985909,0.0006144929,0.00004901705,0.0001138251,0.0002474859,0.0003842741],"domain_scores_gemma":[0.9950131,0.001860313,0.001223883,0.00009615113,0.001109306,0.000697342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002234754,0.00007041669,0.3841553,0.00005255334,0.00001163796,0.000915113,0.5789178,0.00005399498,0.004341749,0.002394232,0.0009931278,0.02787061],"study_design_scores_gemma":[0.000004038116,0.00006327764,0.5064144,0.00006678628,0.0000069872,0.000367245,0.4841689,0.0001181553,0.0005047809,0.0002128411,0.008039769,0.00003300741],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948612,0.000070844,0.00004219378,0.000194384,0.000005559747,0.000003084904,0.00003503626,0.000001686604,0.004785992],"genre_scores_gemma":[0.9985145,0.00003429926,0.00003453818,0.00003725703,0.000003739145,0.000002099964,0.00001452257,0.000002032578,0.001357032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2252846,"threshold_uncertainty_score":0.4479467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4092835284766932,"score_gpt":0.5366058079508602,"score_spread":0.127322279474167,"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."}}