{"id":"W3035349303","doi":"10.1371/journal.pone.0234460","title":"Controlling for openness in the male-dominated collaborative networks of the global film industry","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Australian Research Council","keywords":"Openness to experience; Pace; Inequality; Film industry; Work (physics); Economics; Engineering; Psychology; Social psychology; Geography","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":[0.006369151,0.0003150495,0.0003774535,0.001580624,0.001210626,0.002355624,0.001051225,0.0005749029,0.004860516],"category_scores_gemma":[0.0400492,0.0001932412,0.000758098,0.002278552,0.002176424,0.003630989,0.002399526,0.00105596,0.000237986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384201,"about_ca_system_score_gemma":0.001108311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01259119,"about_ca_topic_score_gemma":0.01575227,"domain_scores_codex":[0.9961319,0.002089607,0.0001277619,0.0007362046,0.0003343025,0.0005801949],"domain_scores_gemma":[0.949271,0.03475343,0.01004174,0.002441105,0.001114802,0.002377939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008696092,0.0002149544,0.8941097,0.0004087164,0.0007717452,0.0006276099,0.01015634,0.009047962,0.001204157,0.03783233,0.001263401,0.04349345],"study_design_scores_gemma":[0.00008508367,0.0003830835,0.8977515,0.0003196771,0.0007729051,0.0002320056,0.01325191,0.03021596,0.001457937,0.04600614,0.009483641,0.00004016983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794607,0.0007922444,0.008017624,0.0008715794,0.00003134212,0.00004456525,0.0003551286,0.00002544556,0.01040139],"genre_scores_gemma":[0.9985899,0.0001035183,0.0007122005,0.0000314207,0.00001180974,0.00002410451,0.0000884558,0.000006028386,0.000432504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259119,"threshold_uncertainty_score":0.03368366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0859451872225849,"score_gpt":0.2827867921032144,"score_spread":0.1968416048806295,"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."}}