{"id":"W4220921153","doi":"10.1002/iir.1457","title":"Evolution of consumer bankruptcy in Poland: A chance for a new life for insolvent debtors?","year":2022,"lang":"en","type":"article","venue":"International Insolvency Review","topic":"European and International Contract Law","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bankruptcy; Insolvency; Legislator; Legislation; Business; Consumer Protection Act; Debtor; Law and economics; Debt; Fresh Start; Economics; Law; Finance; Creditor; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001110241,0.00009981161,0.0002465186,0.0001350321,0.0001471037,0.00001822575,0.0005244404,0.00002632739,0.0008454238],"category_scores_gemma":[0.001413241,0.000105771,0.0002155137,0.0002079962,0.00005324328,0.0002071268,0.00006589249,0.0001105716,0.000009535724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004193641,"about_ca_system_score_gemma":0.0005636527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008066616,"about_ca_topic_score_gemma":0.0004069797,"domain_scores_codex":[0.9984348,0.0001352572,0.0005498931,0.0002223603,0.0004630231,0.0001946253],"domain_scores_gemma":[0.9989499,0.0002496887,0.0003193351,0.0001108033,0.0002866308,0.00008366143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001865883,0.0003257561,0.002551547,0.0003391201,0.00008288233,0.000001675513,0.0006838506,0.00004569954,0.0001822891,0.9631976,0.02352527,0.008877707],"study_design_scores_gemma":[0.0006757294,0.00008780518,0.0009497615,0.0005709219,0.00002002367,0.000001005388,0.00008113896,0.0003595646,0.00001081685,0.00407806,0.9930475,0.0001176427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04543252,0.714943,0.03779352,0.06034413,0.01382851,0.01543542,0.002183868,0.0002497543,0.1097893],"genre_scores_gemma":[0.9617717,0.02722127,0.0009874142,0.00384986,0.0006521225,0.0007659203,0.0001091421,0.00002788717,0.004614722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9695222,"threshold_uncertainty_score":0.9256798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05771784564675244,"score_gpt":0.3709576310280085,"score_spread":0.3132397853812561,"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."}}