{"id":"W4386707971","doi":"10.55393/babylonia.v3i.291","title":"From Structured Input to Purposeful Output","year":2023,"lang":"en","type":"article","venue":"Babylonia Journal of Language Education","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Grammar; Meaning (existential); Linguistics; Computer science; Unit (ring theory); Psychology; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00156847,0.0001088231,0.0002092986,0.0004107268,0.0001788045,0.0001336174,0.0004483878,0.0001065917,0.001140294],"category_scores_gemma":[0.003346967,0.0001010058,0.00009602417,0.0008960703,0.00005407798,0.0002391842,0.00003715085,0.0002759142,0.0003406318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018925,"about_ca_system_score_gemma":0.000921353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021475,"about_ca_topic_score_gemma":0.0007756698,"domain_scores_codex":[0.9980779,0.0005628233,0.0003456228,0.0001586396,0.0005712137,0.0002838125],"domain_scores_gemma":[0.9986119,0.0003181805,0.0003114234,0.0002181885,0.0002701264,0.0002701427],"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":[0.00002247564,0.00005267853,0.003241992,0.000007375827,0.00003843868,0.00005195119,0.2518182,0.0001096443,0.01049898,0.0002848641,0.04229778,0.6915757],"study_design_scores_gemma":[0.0006650873,0.0002057191,0.1292057,0.0002754701,0.0001169857,0.00003231757,0.2165955,0.00002865587,0.004905026,0.00457098,0.6428528,0.000545699],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852266,0.001216601,0.00114646,0.005519938,0.003779183,0.0001719816,0.000006941353,0.00008002193,0.002852256],"genre_scores_gemma":[0.9383656,0.00003991805,0.04172708,0.0007624152,0.005718326,0.000009046779,0.00002219534,0.00003107051,0.0133243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.69103,"threshold_uncertainty_score":0.9997728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219443395916072,"score_gpt":0.3695583982017982,"score_spread":0.347614058610191,"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."}}