{"id":"W4230350636","doi":"10.32831/jik.v8i2.248","title":"","year":2020,"lang":"","type":"article","venue":"Jurnal Ilmu Kesehatan","topic":"Educational Methods and Impacts","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Humanities; Physics; Psychology; 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":["metaresearch","metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004876555,0.0009920363,0.001392128,0.0002382406,0.003989086,0.002109505,0.002755844,0.0006398683,0.001957021],"category_scores_gemma":[0.01346039,0.001002602,0.00085752,0.004604266,0.001828156,0.004407718,0.000468738,0.002062018,0.000247559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006069971,"about_ca_system_score_gemma":0.004312944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002245868,"about_ca_topic_score_gemma":0.0004198096,"domain_scores_codex":[0.9859753,0.003932266,0.002091466,0.001713561,0.003492042,0.002795358],"domain_scores_gemma":[0.9871709,0.002127969,0.001385615,0.0006838514,0.0009995704,0.007632041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001185787,0.001535662,0.219618,0.0003606222,0.0005714262,0.0002284955,0.5522285,0.0001509818,0.01112287,0.08673529,0.008002015,0.1182604],"study_design_scores_gemma":[0.003234048,0.003950414,0.3502651,0.0007116777,0.0006078906,0.00005341066,0.32148,0.001098711,0.002613087,0.01385796,0.2992074,0.002920382],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6442858,0.003616687,0.0009389784,0.3377855,0.002953666,0.0008574893,0.0001181747,0.0001269874,0.009316759],"genre_scores_gemma":[0.9497498,0.003641842,0.01185891,0.0198417,0.01435013,0.00003316619,0.00001443944,0.00009766217,0.000412355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3179438,"threshold_uncertainty_score":0.9992424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1620403612585913,"score_gpt":0.4271641574851831,"score_spread":0.2651237962265919,"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."}}