{"id":"W6920883063","doi":"10.6084/m9.figshare.5925115.v1","title":"An Incredible Journey: Becoming a Language Assistant in Quebec","year":2018,"lang":"en","type":"article","venue":"Open MIND","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language acquisition; Learner autonomy; On Language; Constructed language; Comprehension approach; Language industry; Foreign 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003801225,0.00008516692,0.0001665645,0.0001090561,0.0002993005,0.0005480491,0.0007777968,0.00009761126,0.01036694],"category_scores_gemma":[0.0008567182,0.00008280468,0.00002436749,0.0004218847,0.0002312267,0.0006265173,0.0001194707,0.0001967695,0.0003174645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883518,"about_ca_system_score_gemma":0.0004083382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3572472,"about_ca_topic_score_gemma":0.8377822,"domain_scores_codex":[0.9980263,0.0009250953,0.0001877645,0.0002698185,0.0002378156,0.0003532718],"domain_scores_gemma":[0.9992854,0.0001573907,0.0000929878,0.0002722474,0.00004764302,0.00014431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002353144,0.0000818292,0.008624322,0.000001764355,0.000007293986,0.00009609379,0.2768802,0.000004389488,0.008211732,0.000260122,0.000408591,0.7054001],"study_design_scores_gemma":[0.001195996,0.0002426874,0.02031199,0.0001757145,0.00002214196,0.000004759938,0.1981945,0.0005722082,0.01088235,0.0002768341,0.7675276,0.0005931418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8168517,0.00009247971,0.0002805007,0.0004525374,0.0001777515,0.0001886213,0.000002416761,0.00000525167,0.1819487],"genre_scores_gemma":[0.8692825,0.000002607292,0.1050813,0.0001147286,0.0005169717,0.00000811376,0.00000471967,0.00001355929,0.02497556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7671191,"threshold_uncertainty_score":0.9905377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07746368529087053,"score_gpt":0.4394441600455307,"score_spread":0.3619804747546602,"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."}}