{"id":"W4400262625","doi":"10.1136/ijgc-2024-005573","title":"Use of social media for academic and professional purposes by gynecologic oncologists","year":2024,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Social media; Gynecology; Medical physics; Family medicine; World Wide Web","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":[0.0008661585,0.0001810704,0.0001906911,0.002021905,0.0009614258,0.001993144,0.0003123361,0.0009306946,0.01016181],"category_scores_gemma":[0.01218188,0.000220039,0.000400257,0.001437772,0.0002889459,0.001348179,0.00137312,0.0008718241,0.001207211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000528811,"about_ca_system_score_gemma":0.001049776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007879331,"about_ca_topic_score_gemma":0.0187575,"domain_scores_codex":[0.9985475,0.000698776,0.0001137268,0.00009838203,0.0003230758,0.0002185267],"domain_scores_gemma":[0.9890455,0.005279508,0.002807281,0.0002657365,0.0009506645,0.001651342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001879949,0.0003602006,0.8627669,0.0003590685,0.0001282345,0.0004607418,0.02270645,0.0000523583,0.0009994496,0.0003045868,0.007806384,0.1038676],"study_design_scores_gemma":[0.00002264605,0.0002447921,0.9113628,0.0005980968,0.0001200784,0.001267057,0.06156778,0.0003888872,0.000398731,0.000250221,0.02373915,0.00003981878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620776,0.003012871,0.0001147179,0.005206793,0.0001746999,0.00004790507,0.001519636,0.00002296593,0.02782289],"genre_scores_gemma":[0.9889147,0.002853065,0.000230537,0.001155364,0.0003057853,0.00004252335,0.0004677498,0.00001564676,0.006014762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01016181,"threshold_uncertainty_score":0.03399467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2407661417355005,"score_gpt":0.510911527091751,"score_spread":0.2701453853562505,"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."}}