{"id":"W3213263350","doi":"10.1177/08445621211053113","title":"A Qualitative Exploration of the Teaching- and Learning-Related Content Nursing Students Share to Social Media","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Social media; Content analysis; Nurse education; Artifact (error); Psychology; Coding (social sciences); Nursing; Medical education; Pedagogy; Sociology; Medicine; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.008109969,0.00006132155,0.0001810936,0.0003252199,0.002356641,0.0001519371,0.000311668,0.0001124861,0.00004450837],"category_scores_gemma":[0.05336917,0.00005723318,0.00005237209,0.0008255511,0.0007903036,0.0002724659,0.00001126563,0.001281822,0.000002680894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002145367,"about_ca_system_score_gemma":0.005371352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00818803,"about_ca_topic_score_gemma":0.02515701,"domain_scores_codex":[0.9915807,0.00632254,0.0003707178,0.000124141,0.001175001,0.0004268528],"domain_scores_gemma":[0.9938305,0.003426954,0.0002113466,0.00007178968,0.001812441,0.0006469748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001257265,0.00004863304,0.002700104,0.000006858913,0.000009308858,0.000005010901,0.9185622,0.000002816867,0.0001048615,0.00332653,0.001759042,0.07346208],"study_design_scores_gemma":[0.0002283736,0.00007974153,0.06980931,0.001618201,0.00001440597,0.000004279201,0.9193144,0.000002006602,0.00004796133,0.007632349,0.001190113,0.00005881818],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9351522,0.0005390325,0.00001434672,0.06010983,0.002568544,0.000342925,0.000005221809,0.000003104112,0.001264834],"genre_scores_gemma":[0.9990334,0.00001834836,0.0001602745,0.00004172653,0.000582356,0.00001208726,0.000002169396,0.00001101795,0.0001386008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07340326,"threshold_uncertainty_score":0.9989421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6075363009578926,"score_gpt":0.6047474493930596,"score_spread":0.002788851564832995,"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."}}