{"id":"W3126477664","doi":"10.29173/iasl7618","title":"Emergent Literacy and Reading for Children of Taipei","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Literacy; Competence (human resources); Variety (cybernetics); Psychology; Pedagogy; Political science; Computer science; Social psychology","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":[0.000287,0.0001038764,0.0001709794,0.00006543052,0.00006765732,0.0001294533,0.0002794362,0.00004545945,0.00001234104],"category_scores_gemma":[0.000469928,0.00009757977,0.00004251235,0.0002211609,0.00004081229,0.0006342313,0.0001628055,0.0000840728,0.000001445858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009775001,"about_ca_system_score_gemma":0.0002121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001165016,"about_ca_topic_score_gemma":4.942896e-7,"domain_scores_codex":[0.9990807,0.000009454249,0.0002182337,0.0003387,0.0001595661,0.0001933776],"domain_scores_gemma":[0.9984663,0.00009670723,0.0001125638,0.0001045012,0.001100832,0.0001191685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001588706,0.0001457622,0.03582741,0.0002741637,0.00006055646,0.000001487872,0.1791023,2.012046e-7,0.008961733,0.3963355,0.002577522,0.3766974],"study_design_scores_gemma":[0.002652099,0.001043193,0.3512702,0.0009949992,0.0001321537,0.0003302873,0.0300074,0.0054886,0.2714049,0.2865735,0.04844906,0.001653666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330066,0.0004194536,0.06121396,0.004411316,0.0002922752,0.0002127201,0.00002516368,0.00004346651,0.000374992],"genre_scores_gemma":[0.6800261,0.00009344266,0.3191355,0.0001805872,0.0001314384,0.00003664698,0.000005861144,0.000005603238,0.0003847608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3750437,"threshold_uncertainty_score":0.3979187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524145680232953,"score_gpt":0.321481664994372,"score_spread":0.2962402081920424,"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."}}