{"id":"W7133058532","doi":"","title":"French as a Second Language: A Publisher&apos;s Perspective","year":2010,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Perspective (graphical); Publishing; Field (mathematics); Second language; Focus (optics); Language industry; Principal (computer security); Qualitative research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002961769,0.0003642328,0.0004978926,0.002441695,0.0278587,0.02487004,0.001190887,0.003952005,0.007079722],"category_scores_gemma":[0.005081628,0.0002172058,0.0002790627,0.003509477,0.01716978,0.006634429,0.002883915,0.004127865,0.0004567474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08460651,"about_ca_system_score_gemma":0.1054389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9310513,"about_ca_topic_score_gemma":0.9481208,"domain_scores_codex":[0.9955445,0.00126015,0.00007812894,0.0003662876,0.00126785,0.001483191],"domain_scores_gemma":[0.9937255,0.002514914,0.0003106975,0.0001343989,0.002158392,0.001156084],"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":[0.00003224187,0.00005158397,0.009391367,0.0001329047,0.00001315418,0.003994773,0.214553,0.0004199031,0.0004402659,0.7173696,0.0270001,0.02660115],"study_design_scores_gemma":[0.000007641995,0.00003341772,0.006882606,0.0003073585,0.0000213943,0.0009115397,0.2474992,0.0003140911,0.0004065289,0.01237289,0.7311964,0.00004702041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1801254,0.0198384,0.001049945,0.1339034,0.0006842427,0.00004569785,0.0002312309,0.0000596722,0.6640621],"genre_scores_gemma":[0.9184472,0.00873343,0.0005328277,0.00677419,0.0002356547,0.00001607074,0.00007206568,0.00004033115,0.06514834],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9310513,"threshold_uncertainty_score":0.613866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04381856246774138,"score_gpt":0.5225169969530944,"score_spread":0.478698434485353,"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."}}