{"id":"W4230974920","doi":"10.29173/iasl7565","title":"Discover - Communicate - Collaborate","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commonwealth; Vocational education; Government (linguistics); Curriculum; State (computer science); Professional development; Public relations; Political science; Business; Pedagogy; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004924015,0.0001093844,0.0001739706,0.00004523675,0.0005473231,0.0005639842,0.0003747729,0.0001026304,0.0007299673],"category_scores_gemma":[0.0004695714,0.0001076552,0.00004266291,0.0006576044,0.0002491446,0.0006736728,0.0001022991,0.0001590607,0.000251262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006180644,"about_ca_system_score_gemma":0.00133368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001686473,"about_ca_topic_score_gemma":0.0006327135,"domain_scores_codex":[0.9988558,0.00006281024,0.0002161977,0.0002217485,0.0003054046,0.0003380288],"domain_scores_gemma":[0.9976447,0.00006174888,0.0001209213,0.0001338469,0.001847979,0.0001908081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005315045,0.00005276304,0.01900315,0.0000211048,0.00001454678,0.000001825579,0.7134808,7.716034e-8,0.0001980253,0.2331407,0.03324731,0.000834441],"study_design_scores_gemma":[0.00009884391,0.00001162043,0.002338017,0.00004480421,0.000006292793,0.000002221454,0.4612605,0.000002907113,0.0003236142,0.002441013,0.5333325,0.0001376959],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088072,0.0002098126,0.00001420694,0.01792182,0.0003760569,0.0001437986,0.0000455575,0.00009755394,0.172384],"genre_scores_gemma":[0.9736303,0.0002456044,0.0001886713,0.0008860297,0.0003652985,0.00002845005,0.000008128211,0.000009917706,0.02463761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5000852,"threshold_uncertainty_score":0.799263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05915151021772116,"score_gpt":0.3650833420277847,"score_spread":0.3059318318100636,"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."}}