{"id":"W4384790118","doi":"10.52166/inspiramatika.v8i2.3699","title":"PENGEMBANGAN E-BOOK MATEMATIKA INTERAKTIF BERBASIS KONTEKSTUAL UNTUK SISWA SMP KELAS VIII","year":2022,"lang":"id","type":"article","venue":"INSPIRAMATIKA","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Interior Health","funders":"","keywords":"Physics; Humanities; Computer 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002290469,0.0007649338,0.0009974912,0.0005739615,0.001298232,0.0006925974,0.003158807,0.0002023871,0.00544565],"category_scores_gemma":[0.000717929,0.0008119925,0.0004851358,0.001395581,0.0002734187,0.001034561,0.002368502,0.00141609,0.001571901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008267588,"about_ca_system_score_gemma":0.001098093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003513433,"about_ca_topic_score_gemma":0.00003584482,"domain_scores_codex":[0.9924383,0.001727483,0.001490651,0.001385173,0.001789977,0.001168474],"domain_scores_gemma":[0.994926,0.001294461,0.0008311842,0.001944932,0.0003819826,0.000621417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001855225,0.004893593,0.001779814,0.001747796,0.000899961,0.0004611179,0.1236136,0.0005754903,0.003204937,0.08090804,0.2742851,0.507445],"study_design_scores_gemma":[0.001321458,0.001395527,0.002188744,0.0003678947,0.0001644572,0.0002192162,0.006142661,0.004364584,0.002611005,0.003325694,0.976588,0.001310825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8089862,0.0232699,0.01775882,0.04550968,0.0365573,0.004509452,0.0004028773,0.001270249,0.06173546],"genre_scores_gemma":[0.6156449,0.0007555683,0.2604008,0.02886173,0.003144406,0.003160532,0.0002307719,0.0004414922,0.08735976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7023028,"threshold_uncertainty_score":0.9994331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03219465265081962,"score_gpt":0.2931157470637255,"score_spread":0.2609210944129058,"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."}}