{"id":"W3109824948","doi":"10.29303/jpmpi.v3i2.512","title":"Pendampingan Guru Biologi dalam Penyusunan Instrumen Penilaian Berorientasi HOTS di Kabupaten Lombok Barat","year":2020,"lang":"id","type":"article","venue":"Jurnal Pengabdian Magister Pendidikan IPA","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"ImmunoPrecise (Canada)","funders":"","keywords":"Humanities; Art","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.001381189,0.001460718,0.001810754,0.0005932885,0.00325985,0.001212582,0.003359642,0.001008024,0.00371643],"category_scores_gemma":[0.001105542,0.0015002,0.000749389,0.002208535,0.003032377,0.001575952,0.001417703,0.002895603,0.005446717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373845,"about_ca_system_score_gemma":0.001541024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00140256,"about_ca_topic_score_gemma":0.002967875,"domain_scores_codex":[0.9898852,0.001143705,0.002035109,0.002549527,0.001576285,0.002810192],"domain_scores_gemma":[0.9943728,0.0003948258,0.001519064,0.001351256,0.0005114058,0.001850656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006643721,0.0009579659,0.5716662,0.0006073652,0.001125168,0.0006565722,0.2617045,0.000009330837,0.005468653,0.005312174,0.1202975,0.03153025],"study_design_scores_gemma":[0.002064339,0.001149459,0.4910778,0.000270792,0.000404848,0.00007943665,0.06563736,0.00004325877,0.002028341,0.0005385355,0.4343022,0.00240356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8519512,0.001139286,0.0000870211,0.07819954,0.005312871,0.001925238,0.0003085341,0.001422085,0.05965421],"genre_scores_gemma":[0.9774952,0.001159463,0.0002782111,0.003052505,0.00297469,0.0001386329,0.0001556172,0.000180817,0.01456488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3140047,"threshold_uncertainty_score":0.9998242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05570214939815322,"score_gpt":0.3121371510616299,"score_spread":0.2564350016634767,"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."}}