{"id":"W4321451979","doi":"10.32920/22120274","title":"Bamboo Ceiling Reframed ViMLOC Slides","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Transparency (behavior); Glass ceiling; Library science; Ceiling (cloud); Bamboo; Political science; Media studies; Sociology; Engineering; Law; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005836338,0.0005482438,0.0004333848,0.001733678,0.003798818,0.005177543,0.0008873026,0.0008910283,0.6620005],"category_scores_gemma":[0.004576257,0.0003630215,0.0002829681,0.002057013,0.0008119128,0.002569031,0.001689389,0.001955251,0.2580847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002932636,"about_ca_system_score_gemma":0.001750059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0308008,"about_ca_topic_score_gemma":0.07809956,"domain_scores_codex":[0.9994705,0.00005019392,0.00001522698,0.00006622023,0.0003262692,0.00007157731],"domain_scores_gemma":[0.9979762,0.0002785218,0.00006322841,0.0002310313,0.001093748,0.0003573021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002437105,0.000006008157,0.00003654689,0.00003288758,5.256417e-7,0.00003289972,0.00007171664,0.00001895109,0.0002912426,0.002814745,0.9797485,0.01692155],"study_design_scores_gemma":[0.00000235246,0.000003087003,0.000217449,0.00002165532,4.7333e-7,0.00001737565,0.00008419685,0.00002561263,0.0001233386,0.0003980278,0.9991038,0.000002493486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001531601,0.001512487,0.002753065,0.01420649,0.05325361,0.0002999106,0.007900809,0.002748813,0.9157932],"genre_scores_gemma":[0.004426643,0.0004265227,0.001271383,0.00106352,0.001919611,0.00006977156,0.00205258,0.001132871,0.9876372],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3379995,"threshold_uncertainty_score":0.4821153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1308834134465148,"score_gpt":0.3841098318575233,"score_spread":0.2532264184110085,"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."}}