{"id":"W4312398686","doi":"10.1080/1554480x.2022.2139260","title":"Reconceptualizing semiotic resources in the eco-social system of an online language tutoring course","year":2022,"lang":"en","type":"article","venue":"Pedagogies An International Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Semiotics; Meaning (existential); Computer science; Social semiotics; Meaning-making; Process (computing); Social media; Language acquisition; Multimodality; Multimedia; Linguistics; Human–computer interaction; Psychology; World Wide Web; 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":[0.001045605,0.00009286647,0.0001398948,0.0001574916,0.0006382517,0.0003367258,0.0007321206,0.00001700771,0.0014762],"category_scores_gemma":[0.00005983222,0.000072701,0.00008030364,0.00002922428,0.00006690477,0.0003649343,0.00008033958,0.0006320823,0.000001601709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193208,"about_ca_system_score_gemma":0.00004074757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001842178,"about_ca_topic_score_gemma":0.001568657,"domain_scores_codex":[0.9984102,0.0004856496,0.000329408,0.0001226267,0.0004912359,0.0001609357],"domain_scores_gemma":[0.9993913,0.0001228261,0.0002773109,0.0001072723,0.00007331053,0.00002794866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004706453,0.0002071007,0.002439672,0.0000132759,0.00007111397,0.0002444451,0.947575,0.001438079,0.0000556506,0.01555671,0.0001271388,0.03222477],"study_design_scores_gemma":[0.0003449742,0.00010426,0.004332758,0.00003901467,0.00001633771,0.0003121557,0.9674479,0.00110585,0.000005769955,0.00003091879,0.02616091,0.000099121],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992933,0.000305054,0.000004922989,0.0003590255,0.001070983,0.00004096873,0.000069788,0.00004136843,0.005174846],"genre_scores_gemma":[0.9959424,0.000004183039,0.00006515002,0.0002335166,0.003058969,0.000004537849,0.00004843743,0.00001512408,0.0006276774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03212565,"threshold_uncertainty_score":0.9994366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08403278618952777,"score_gpt":0.3430750046022166,"score_spread":0.2590422184126889,"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."}}