{"id":"W3187081943","doi":"10.23960/jiip.v2i1.21789","title":"Peningkatkan Kemampuan Berhitung Permulaan Melalui Media Sempoa","year":2021,"lang":"en","type":"article","venue":"Jurnal Inovatif Ilmu Pendidikan","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Documentation; Abacus (architecture); Statistical analysis; Action research; Mathematics education; Qualitative analysis; Psychology; Qualitative property; Mathematics; Qualitative research; Computer science; Statistics; Sociology; Geography; Social science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001134429,0.0003436894,0.0004399677,0.0003136186,0.0003652313,0.0004432421,0.001248188,0.0001567195,0.000432525],"category_scores_gemma":[0.0009648671,0.0003325505,0.0002029847,0.00131135,0.00009550474,0.0008438572,0.0004854634,0.000686454,0.0001868926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447218,"about_ca_system_score_gemma":0.001126551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005988056,"about_ca_topic_score_gemma":0.00007606037,"domain_scores_codex":[0.9965855,0.0002789785,0.0006919951,0.0008123416,0.0009558438,0.0006753783],"domain_scores_gemma":[0.9968577,0.0007123872,0.0002851327,0.001072657,0.0005841022,0.0004880182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002279531,0.0008451268,0.01759551,0.0001085975,0.0002115671,0.001067781,0.01933281,0.00003449932,0.04462207,0.7014828,0.01557092,0.1991056],"study_design_scores_gemma":[0.003174735,0.0003953234,0.1912147,0.0005173672,0.0001333716,0.003592625,0.004089299,0.006428944,0.1499833,0.07164672,0.5657626,0.003060992],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913888,0.00134004,0.05025806,0.01279863,0.007021005,0.0002965257,0.00002197263,0.0003682067,0.01400761],"genre_scores_gemma":[0.50231,0.0001082555,0.4920526,0.002275048,0.001382263,0.00004016165,0.00006876205,0.00004565336,0.00171725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.629836,"threshold_uncertainty_score":0.9999127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0373368826592533,"score_gpt":0.3047879239012238,"score_spread":0.2674510412419705,"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."}}