{"id":"W3110110063","doi":"10.2196/25126","title":"Technology-Supported Guidance Models Stimulating the Development of Critical Thinking in Clinical Practice: Protocol for a Mixed Methods Systematic Review","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Direktoratet for internasjonalisering og kvalitetsutvikling i høgare utdanning; Lovisenberg Diakonale Høgskole","keywords":"Critical thinking; Protocol (science); Data extraction; Systematic review; Thematic analysis; Critical appraisal; Evidence-based practice; Health technology; Best practice; Psychology; MEDLINE; Management science; Computer science; Medical education; Medicine; Health care; Qualitative research; Alternative medicine; Sociology; Pedagogy; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05629167,0.0001653217,0.0006796892,0.0001353633,0.0009952672,0.0001472313,0.001237628,0.0002307262,0.00006185382],"category_scores_gemma":[0.1169632,0.0001166906,0.0001148871,0.001696121,0.0008083135,0.0003191876,0.0003405211,0.000989651,0.00001558422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999975,"about_ca_system_score_gemma":0.003228376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004640413,"about_ca_topic_score_gemma":0.00001242887,"domain_scores_codex":[0.9881926,0.006584035,0.002303937,0.0005098581,0.001665971,0.0007436077],"domain_scores_gemma":[0.9875031,0.00949443,0.0003492371,0.0004276822,0.001982827,0.0002427143],"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":[0.0003301093,0.002155728,0.0002195808,0.4734047,0.00007702727,0.000008894333,0.05884615,0.000007521121,0.00008906548,0.4409723,0.006616861,0.017272],"study_design_scores_gemma":[0.002776029,0.0009038023,0.00008800974,0.4558667,0.00003561463,0.000003253151,0.03724172,0.003024602,0.0007728041,0.2065117,0.2920994,0.0006763837],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000002584097,0.00002821637,0.02375912,0.07197107,0.00001050601,0.9021919,0.000001016592,0.00008435789,0.001951273],"genre_scores_gemma":[0.0001856546,9.34512e-7,0.29947,0.001307008,0.00004969565,0.698926,6.780389e-7,0.0000151109,0.00004499108],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2854825,"threshold_uncertainty_score":0.9717463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6078974879242807,"score_gpt":0.7187108640338611,"score_spread":0.1108133761095804,"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."}}