{"id":"W4415535662","doi":"10.1016/j.technovation.2025.103389","title":"Gender-related aspects of invention networks: A firm-level analysis","year":2025,"lang":"en","type":"article","venue":"Technovation","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Brock University","funders":"HEC Montréal","keywords":"Invention; Cluster analysis; Cohesion (chemistry); Sample (material); Affect (linguistics); Position (finance)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001986949,0.00008080208,0.0001523627,0.0006731361,0.00009155637,0.00002633246,0.000117382,0.00006547573,0.00007192596],"category_scores_gemma":[0.00007560126,0.00007634264,0.00008091451,0.004685884,0.00003642576,0.0002569501,0.00008164098,0.00006401569,0.000009603292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001772143,"about_ca_system_score_gemma":0.000007100402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002450817,"about_ca_topic_score_gemma":0.00008721037,"domain_scores_codex":[0.9993119,9.042162e-7,0.000294406,0.0001615179,0.0001236341,0.0001075866],"domain_scores_gemma":[0.9993799,0.00001395643,0.0002401297,0.0001682977,0.0001959339,0.000001757296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000007193481,0.00004780422,0.2335314,0.00007528251,0.0003454807,4.678345e-7,0.00001267568,0.002915879,0.0003574395,0.7533841,0.002162878,0.007159441],"study_design_scores_gemma":[0.0004890417,0.000008783433,0.4918236,0.0001129871,0.0009683541,9.987255e-8,0.0002393848,0.04846238,0.00042862,0.4547085,0.002538035,0.000220273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9328714,0.0004215423,0.01412828,0.0005654272,0.0002578009,0.0002323715,0.000001338416,0.000287231,0.05123458],"genre_scores_gemma":[0.9993291,0.00001575108,0.00008512353,0.0003063092,0.00005679352,0.00001079858,0.0000405338,0.000004007198,0.0001515425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2986756,"threshold_uncertainty_score":0.3113162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03179128198511191,"score_gpt":0.2543448324016226,"score_spread":0.2225535504165107,"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."}}