{"id":"W6905668419","doi":"10.15456/jae.2025094.2032945218","title":"A Partial Identification Approach to Identifying the Determinants of Human Capital Accumulation: An Application to Teachers (replication data)","year":2025,"lang":"en","type":"other","venue":"ZBW Journal Data Archive","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Identification (biology); Human capital; Capital (architecture); Information system; Data collection; Matching (statistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.003377337,0.0004735566,0.0005637344,0.001113457,0.0005659732,0.0005298737,0.008264856,0.0001848253,0.00009345583],"category_scores_gemma":[0.0007474417,0.0004139673,0.00008917291,0.0007313187,0.0001584322,0.001176577,0.002486032,0.0007185919,0.0006087993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556896,"about_ca_system_score_gemma":0.000299883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059739,"about_ca_topic_score_gemma":0.002127242,"domain_scores_codex":[0.9945126,0.0007570729,0.001328678,0.001855882,0.001079043,0.0004667072],"domain_scores_gemma":[0.9864702,0.0001169427,0.001983974,0.01090352,0.0001765112,0.0003488475],"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":[0.0001777015,0.0008879376,0.002559502,0.0002589722,0.0005210201,0.00000515372,0.008397333,0.0005833185,0.03750464,0.001874753,0.8361444,0.1110852],"study_design_scores_gemma":[0.002580921,0.0003831927,0.104252,0.002488685,0.003035403,0.0003676697,0.006610675,0.07121852,0.00256501,0.006208924,0.7970958,0.003193166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01173717,0.0004256067,0.8706366,0.0003166359,0.0008035261,0.008274605,0.07827444,0.0004352467,0.02909617],"genre_scores_gemma":[0.5291703,0.0001908986,0.06528948,0.0003896832,0.006818543,0.001056301,0.3506775,0.00265191,0.04375534],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8053471,"threshold_uncertainty_score":0.9998312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.175288091315931,"score_gpt":0.429923470706136,"score_spread":0.2546353793902049,"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."}}