{"id":"W4250325558","doi":"10.2139/ssrn.3836708","title":"The Forging of a Rebel","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Culture, Economy, and Development Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Forging; Engineering; Political science; Mechanical engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00176731,0.00004748305,0.00009091567,0.00001527933,0.001391485,0.00005527634,0.0001481139,0.00002609341,0.00002254063],"category_scores_gemma":[0.0002294764,0.00003298478,0.00007195058,0.0001394422,0.0001027924,0.00008557471,0.00002916572,0.0003965221,0.000006563912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330918,"about_ca_system_score_gemma":0.003060469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001248837,"about_ca_topic_score_gemma":0.02775721,"domain_scores_codex":[0.9985386,0.00007428187,0.0001644463,0.00007159562,0.0001648107,0.0009862962],"domain_scores_gemma":[0.9995881,0.00008774554,0.0001025129,0.00005776737,0.0001321942,0.00003167903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000683175,0.00001466934,0.006090662,0.000001307655,0.0001339656,0.00000161877,0.00562087,0.000001063888,0.00002896083,0.9637821,0.001089959,0.02322796],"study_design_scores_gemma":[0.0002362649,0.00002389044,0.00140191,0.00001293862,0.00001517918,0.00003666085,0.1714577,0.000001284821,0.0001227517,0.4501736,0.37643,0.00008781262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3242959,0.08631802,0.002401195,0.04721472,0.001530039,0.0002639842,0.00000203336,0.00006381339,0.5379103],"genre_scores_gemma":[0.9332048,0.04651078,0.00006098555,0.00008917581,0.000282497,0.000002127369,3.372731e-7,0.000004068509,0.0198452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.608909,"threshold_uncertainty_score":0.9999086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271374831326688,"score_gpt":0.277342636232757,"score_spread":0.2646288879194901,"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."}}