{"id":"W4200063393","doi":"10.1088/2058-7058/34/09/35","title":"Ask me anything: Joanne O’Meara","year":2021,"lang":"en","type":"article","venue":"Physics World","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Ask price; Library science; Art history; Physics; Art; Political science; Computer science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.003452452,0.0006197592,0.0007206707,0.0009074031,0.007623999,0.006076791,0.001379939,0.005341809,0.05015953],"category_scores_gemma":[0.02798451,0.0004586208,0.000476081,0.0004240151,0.003173833,0.005374946,0.003453187,0.01203508,0.02539871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002999941,"about_ca_system_score_gemma":0.009298655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01292175,"about_ca_topic_score_gemma":0.02516436,"domain_scores_codex":[0.99628,0.0009693102,0.0001171384,0.0005614604,0.001555263,0.0005168553],"domain_scores_gemma":[0.9837596,0.002757681,0.0004926505,0.0003574671,0.004054834,0.008577648],"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":[0.00000648036,0.00001481037,0.0001181172,0.00002739513,0.000002448662,0.0001147697,0.0005544791,0.000006154598,0.00005027015,0.0008320714,0.9881451,0.01012777],"study_design_scores_gemma":[0.000004788085,0.00001212147,0.0003015652,0.0002139047,0.000005445247,0.0007072242,0.002274279,0.00001951726,0.00007801113,0.001609374,0.9947573,0.00001642875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0009886874,0.02945149,0.000438114,0.8757027,0.05598871,0.00002058189,0.00004942051,0.000148094,0.0372122],"genre_scores_gemma":[0.0228086,0.04073221,0.001065286,0.6431599,0.01858992,0.0001001235,0.0000831514,0.0004819868,0.2729789],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05015953,"threshold_uncertainty_score":0.1678004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05252654515540266,"score_gpt":0.3272007341006045,"score_spread":0.2746741889452018,"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."}}