{"id":"W2906931779","doi":"10.5539/ass.v15n1p37","title":"Evaluating the Instructional Materials for Peer Assisted Learning Program (PALP)","year":2018,"lang":"en","type":"article","venue":"Asian Social Science","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Checklist; Categorization; Newspaper; Mathematics education; Psychology; Instructional technology; Peer tutor; Medical education; Computer science; Pedagogy; Educational technology; Sociology; Medicine; Artificial intelligence","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":[0.01085573,0.0003970056,0.0007706181,0.001730819,0.0005293326,0.0009782927,0.0009061547,0.000403953,0.002448682],"category_scores_gemma":[0.03327621,0.0001767578,0.0009246969,0.001140552,0.0003011045,0.0008563984,0.0008940209,0.0006630739,0.0005945301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449824,"about_ca_system_score_gemma":0.002431533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005910914,"about_ca_topic_score_gemma":0.001945475,"domain_scores_codex":[0.9889659,0.003716593,0.001211854,0.0002799613,0.0055216,0.000304058],"domain_scores_gemma":[0.9695397,0.01257114,0.004765648,0.0006761222,0.01124646,0.001200911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001504755,0.01027764,0.109443,0.004842995,0.0003108034,0.0002645718,0.006529762,0.001310322,0.008154348,0.0008754482,0.01065999,0.8458264],"study_design_scores_gemma":[0.0007795358,0.03800619,0.8671495,0.002368509,0.0007024385,0.000643542,0.01371774,0.004140184,0.02842455,0.000883639,0.04296682,0.0002174185],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620702,0.0009223883,0.00838118,0.0004529526,0.0001506946,0.01305682,0.001589295,0.0001922688,0.01318419],"genre_scores_gemma":[0.8722189,0.001758062,0.09284105,0.0002853751,0.00008418065,0.02318383,0.003217701,0.00006533551,0.006345487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01085573,"threshold_uncertainty_score":0.05741119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276284829028817,"score_gpt":0.4062897715484897,"score_spread":0.278661288645608,"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."}}