{"id":"W4285098341","doi":"10.2147/opth.s368674","title":"Navigating Personal and Professional Development Through Social Media in Ophthalmology","year":2022,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Memorial University of Newfoundland; Dalhousie University","funders":"","keywords":"Mentorship; Social media; Medicine; Thematic analysis; Professional development; Ophthalmology; Medical education; Family medicine; Qualitative research","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":[],"consensus_categories":[],"category_scores_codex":[0.001811006,0.0001648682,0.0001994285,0.001428875,0.001700962,0.002881754,0.0004613861,0.0005826076,0.003677492],"category_scores_gemma":[0.009554389,0.0001839878,0.0002104799,0.0009891853,0.001268608,0.002257318,0.00359201,0.0008045274,0.0004000817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059696,"about_ca_system_score_gemma":0.00240805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004064291,"about_ca_topic_score_gemma":0.009716777,"domain_scores_codex":[0.9970878,0.001727506,0.0001559644,0.0001278956,0.0005188252,0.0003820669],"domain_scores_gemma":[0.9871606,0.005367372,0.003988746,0.0002135146,0.0006415989,0.002628315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008542326,0.0004504251,0.6338978,0.0008639415,0.00006902406,0.001559222,0.196939,0.0001473648,0.001374649,0.001053925,0.005923002,0.1576362],"study_design_scores_gemma":[0.00001921526,0.0005055728,0.5105886,0.001650049,0.00005429865,0.002593468,0.4087797,0.0003465436,0.0003591238,0.001146062,0.07389346,0.00006394603],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9809663,0.001749744,0.0002837729,0.004006619,0.00005394117,0.00005228372,0.0001253832,0.00001610605,0.01274577],"genre_scores_gemma":[0.9958449,0.001795057,0.0005555388,0.0006653571,0.00005749289,0.00003603912,0.0000406028,0.000005199637,0.000999782],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004064291,"threshold_uncertainty_score":0.0123024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3390424164146417,"score_gpt":0.5501785856824798,"score_spread":0.2111361692678381,"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."}}