{"id":"W3098140340","doi":"10.5430/ijhe.v10n2p15","title":"The Development of Direct-Contextual Learning: A New Model on Higher Education","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Education and Character Development","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fiqh; Nonprobability sampling; Context (archaeology); Mathematics education; Islam; Psychology; Pedagogy; Sociology; Sharia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004640161,0.0006624584,0.0003992723,0.00293557,0.002020571,0.00654048,0.001915489,0.001578554,0.003500136],"category_scores_gemma":[0.003864557,0.0003515113,0.0006688177,0.001759325,0.020285,0.007247378,0.004446735,0.002145635,0.0006164437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006149269,"about_ca_system_score_gemma":0.007472258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003756018,"about_ca_topic_score_gemma":0.004554019,"domain_scores_codex":[0.9957792,0.002926015,0.0001150087,0.0004402861,0.0005206236,0.0002188935],"domain_scores_gemma":[0.9960449,0.002418467,0.0002608653,0.0004631148,0.0003918254,0.0004207261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000030762,0.0001223842,0.001803071,0.000455687,0.00001294309,0.0001548089,0.01625306,0.001543951,0.0004365803,0.9012178,0.00122387,0.07674517],"study_design_scores_gemma":[0.00007352562,0.0005829877,0.004125051,0.001583595,0.00004634324,0.0007583118,0.0220965,0.008560462,0.001547836,0.6923515,0.2681851,0.00008867292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06832993,0.009321159,0.4630794,0.03105955,0.0005573511,0.001373264,0.0001933446,0.0004587088,0.4256273],"genre_scores_gemma":[0.7824929,0.004431583,0.1970348,0.001947519,0.0001306369,0.001073841,0.00007105007,0.00007282042,0.0127449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00654048,"threshold_uncertainty_score":0.04461622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05592437461667046,"score_gpt":0.3703549161632045,"score_spread":0.314430541546534,"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."}}