{"id":"W2732984358","doi":"10.26530/oapen_631397","title":"Language is the Key: The Canadian Language Benchmarks Model","year":2017,"lang":"en","type":"book","venue":"","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Computer science; Linguistics; Programming language; Computer security; Philosophy","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":[0.002513777,0.0007802991,0.0003445239,0.002682904,0.004585002,0.007361406,0.002431264,0.001295286,0.01461658],"category_scores_gemma":[0.008217461,0.0003202036,0.0004117184,0.004838046,0.003076529,0.004851838,0.001797935,0.002703706,0.003947047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04063741,"about_ca_system_score_gemma":0.07060035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9342548,"about_ca_topic_score_gemma":0.9557617,"domain_scores_codex":[0.9980298,0.0002482697,0.00004470621,0.0001882162,0.001213178,0.0002757848],"domain_scores_gemma":[0.9968824,0.0004558089,0.0000551909,0.0001970317,0.001988816,0.0004207234],"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":[0.00002135502,0.00001184605,0.0007035307,0.000047055,0.000005781154,0.00003289385,0.0004349715,0.002365092,0.00005568407,0.50932,0.4056753,0.08132643],"study_design_scores_gemma":[0.00001111883,0.000006476062,0.00176078,0.0002043281,0.00001250368,0.00006067321,0.0006894286,0.005814433,0.0002279299,0.15965,0.831507,0.00005527136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005021665,0.009025383,0.03222158,0.06468085,0.001668725,0.0001180863,0.007872789,0.001198141,0.8781928],"genre_scores_gemma":[0.2942774,0.02295903,0.0893431,0.01205994,0.000992566,0.0004179481,0.01716386,0.001950129,0.560836],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06574523,"threshold_uncertainty_score":0.2948464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02981004949301875,"score_gpt":0.3352402061995101,"score_spread":0.3054301567064913,"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."}}