{"id":"W4226268412","doi":"10.2139/ssrn.4065238","title":"Investment Under Uncertainty: The Role of Inventory Dynamics","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Capital Investment and Risk Analysis","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Dynamics (music); Investment (military); Econometrics; Economics; Environmental science; Psychology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001646739,0.0001103793,0.000235791,0.0002095873,0.0003999155,0.00003006079,0.0004053759,0.00002938632,0.0003204402],"category_scores_gemma":[0.00001443989,0.00009390047,0.0002582194,0.0003219652,0.00007926083,0.00008677552,0.0001189766,0.001002477,0.00003093089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002059387,"about_ca_system_score_gemma":0.0003729815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007567651,"about_ca_topic_score_gemma":0.001120023,"domain_scores_codex":[0.9983578,0.00005238469,0.0004700398,0.0001689843,0.00009709366,0.0008537203],"domain_scores_gemma":[0.9992253,0.00002288417,0.0004601758,0.0002225688,0.00002041491,0.00004868161],"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":[0.00001186203,0.0000781833,0.006477751,0.0000011258,0.0002964329,3.98897e-7,0.0002601715,0.005394758,0.000007519136,0.9869872,0.00008752348,0.0003971213],"study_design_scores_gemma":[0.0002486465,0.0001669524,0.0002457623,0.000001158011,0.00002786969,0.00002595289,0.009156807,0.02286587,0.000005896914,0.9555319,0.01161081,0.0001123633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7532994,0.232746,0.0004293304,0.00305384,0.0004127742,0.0001992166,0.00006111146,0.00001959615,0.009778663],"genre_scores_gemma":[0.9856992,0.0104982,0.000009818747,0.0005138183,0.00007762538,0.00001590717,0.00001810184,0.00001743726,0.003149935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2323997,"threshold_uncertainty_score":0.5385225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009813990226322459,"score_gpt":0.1935267880816514,"score_spread":0.1837127978553289,"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."}}