{"id":"W2782535030","doi":"10.7759/cureus.2021","title":"Curated Collections for Educators: Five Key Papers on Evaluating Digital Scholarship","year":2018,"lang":"en","type":"review","venue":"Cureus","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scholarship; Digital scholarship; Relevance (law); Promotion (chess); Delphi method; Medical education; Computer science; Sociology; Library science; Political science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06371974,0.001872471,0.003538609,0.02880844,0.002960435,0.01008063,0.003115706,0.003727231,0.01048099],"category_scores_gemma":[0.2666735,0.0008890451,0.003501165,0.02299142,0.0024273,0.007853644,0.008325048,0.003326618,0.00301043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006649157,"about_ca_system_score_gemma":0.0242488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00222248,"about_ca_topic_score_gemma":0.005803728,"domain_scores_codex":[0.9159628,0.03211527,0.02470516,0.001985361,0.02381912,0.001412344],"domain_scores_gemma":[0.7459924,0.1432461,0.03197391,0.007551324,0.06663197,0.004604293],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002060758,0.00007746778,0.001237656,0.1907883,0.0006320671,0.0002768445,0.006768875,0.00009919002,0.0008466204,0.004382197,0.09574597,0.6989388],"study_design_scores_gemma":[0.0001038215,0.0001279849,0.002888205,0.3166863,0.001281605,0.0004499537,0.002943364,0.00005040879,0.0008104742,0.003128652,0.6714302,0.00009902277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003293395,0.9189019,0.005095019,0.033146,0.01231175,0.005851705,0.001610581,0.0002139638,0.01957584],"genre_scores_gemma":[0.02448712,0.9096592,0.0263379,0.01763876,0.004036588,0.007366197,0.002770689,0.0002423477,0.007461163],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9362803,"threshold_uncertainty_score":0.3369862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4067854371189702,"score_gpt":0.553816789501361,"score_spread":0.1470313523823908,"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."}}