{"id":"W4415111218","doi":"","title":"Conceptualization and verbalization of instrument collision in L2 French : an experimental and logitudinal study of Syrian migrant adults resettled in France","year":2024,"lang":"fr","type":"article","venue":"theses.fr (ABES)","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptualization; Context (archaeology); Object (grammar); Focus (optics); Perception","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":[],"consensus_categories":[],"category_scores_codex":[0.000308278,0.0001739023,0.0003761667,0.0002642157,0.00008354128,0.0001130682,0.00008421378,0.00007215449,0.0002407197],"category_scores_gemma":[0.00005946057,0.0001587578,0.00003185529,0.0001869636,0.0003368408,0.0002135101,0.00006720652,0.0000935963,0.000001164738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000498834,"about_ca_system_score_gemma":0.0000373512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0529022,"about_ca_topic_score_gemma":0.01676079,"domain_scores_codex":[0.998499,0.000176712,0.0005533416,0.0003313605,0.0002724816,0.0001670622],"domain_scores_gemma":[0.9994688,0.00008796059,0.0001257273,0.000164523,0.0001005993,0.00005236443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001324602,0.002580107,0.08113205,0.0005480328,0.0001174277,0.00005302207,0.5491745,0.0005866514,0.0004576466,0.3638422,0.00002520058,0.001350672],"study_design_scores_gemma":[0.007752906,0.004808384,0.05755917,0.006203683,0.0005145191,0.000005622579,0.8226047,0.08420058,0.002756498,0.003981699,0.008779712,0.0008325099],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979601,0.01673461,0.00001303463,0.00006820975,0.0002876487,0.0004033097,0.0001185751,0.000008469799,0.002765194],"genre_scores_gemma":[0.9989466,0.0006975731,0.00001825183,0.000009066329,0.000155532,0.00001811167,0.0000437656,0.00001532545,0.00009576329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3598605,"threshold_uncertainty_score":0.9534046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03385466269678275,"score_gpt":0.30273534107488,"score_spread":0.2688806783780973,"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."}}