{"id":"W3084638689","doi":"10.30870/jppi.v6i1.7140","title":"Crucial Cognitive Skills in Science Education: A Systematic Review","year":2020,"lang":"en","type":"review","venue":"Jurnal Penelitian dan Pembelajaran IPA","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive skill; Inclusion (mineral); Cognition; Inference; Skills management; Study skills; Psychology; Mathematics education; Pedagogy; Social psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003501838,0.0005289473,0.002725847,0.0005498822,0.0008465801,0.0005264575,0.001525806,0.0002568606,0.0005797932],"category_scores_gemma":[0.006772728,0.0004727315,0.0005317173,0.003186483,0.0009673373,0.000443079,0.0001620244,0.0009699525,0.0008223128],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377829,"about_ca_system_score_gemma":0.02867357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114535,"about_ca_topic_score_gemma":0.0001989469,"domain_scores_codex":[0.9933486,0.001447355,0.001825187,0.0009045105,0.00163866,0.0008356976],"domain_scores_gemma":[0.996818,0.000646552,0.0006817965,0.0004053436,0.0005997954,0.0008484824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002140591,0.0003854062,0.00001154923,0.6971133,0.00007134367,0.00005892355,0.007904024,6.998424e-9,1.695654e-8,0.02767301,0.001069377,0.2657109],"study_design_scores_gemma":[0.00007497435,0.00001421335,0.00002125509,0.5594946,0.000594097,0.00004207898,0.001774944,9.6062e-8,5.319925e-8,0.0004355578,0.4371387,0.0004094361],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003505069,0.9496536,0.000008329281,0.001902732,0.001296715,0.003437236,0.00002207409,0.00007012533,0.04360571],"genre_scores_gemma":[0.0001275183,0.9916158,0.0001563511,0.004572688,0.0008321783,0.0006798683,0.00003953918,0.00004724252,0.001928794],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4360693,"threshold_uncertainty_score":0.9999557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0403951765193561,"score_gpt":0.4172234268521512,"score_spread":0.3768282503327952,"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."}}