{"id":"W3185116268","doi":"10.2139/ssrn.3872032","title":"Early Cost Realization and College Choice","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Realization (probability); Computer science; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001251286,0.0001276259,0.0004036297,0.0005329258,0.0004830122,0.002150746,0.0004059378,0.001257965,0.02170215],"category_scores_gemma":[0.01058332,0.0002017792,0.0002307169,0.0005446798,0.0004993603,0.001220903,0.0007602141,0.001748894,0.0009362382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007485586,"about_ca_system_score_gemma":0.0004172961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00411427,"about_ca_topic_score_gemma":0.005250402,"domain_scores_codex":[0.9996548,0.0001022625,0.00001473164,0.00003299027,0.00004976458,0.000145383],"domain_scores_gemma":[0.9875147,0.007510534,0.001929214,0.000569445,0.0003637909,0.002112326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004319516,0.002689711,0.6518474,0.0001245179,0.0001647436,0.00116575,0.001753631,0.01044884,0.002726498,0.2222727,0.007660203,0.09482661],"study_design_scores_gemma":[0.0002779196,0.0006438682,0.7327331,0.00004165251,0.0001132257,0.0004823951,0.003000258,0.03063537,0.001774131,0.2220889,0.0081252,0.00008407397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860443,0.0003483267,0.001652716,0.001609139,0.00001880595,0.0000168629,0.0001613322,0.00001885757,0.01012962],"genre_scores_gemma":[0.994821,0.00006164524,0.00007960372,0.00003648168,0.00002434056,0.000002788886,0.00005167174,0.00000364737,0.004918806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02170215,"threshold_uncertainty_score":0.0726009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420030685396776,"score_gpt":0.2078555318118506,"score_spread":0.1936552249578828,"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."}}