{"id":"W2117916196","doi":"","title":"Autm U.S. Licensing Survey: Fy 2004 Survey Summary","year":2005,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Venture capital; Business; Intellectual property; Private equity; Equity (law); Investment (military); Fiscal year; Survey data collection; Accounting; Marketing; Finance; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004238342,0.0001944418,0.0003294972,0.000205075,0.0002553554,0.00002095643,0.0001786123,0.00188449,0.0001314322],"category_scores_gemma":[0.0002927398,0.0001567756,0.0001243823,0.000382235,0.0001177559,0.0001132484,0.00003655029,0.01419422,0.0001735523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006806696,"about_ca_system_score_gemma":0.002250879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003858234,"about_ca_topic_score_gemma":0.01005766,"domain_scores_codex":[0.9968757,0.0002445979,0.0003618685,0.0002371509,0.0002260693,0.002054581],"domain_scores_gemma":[0.9991847,0.0001173919,0.0001376039,0.0002662496,0.0001551006,0.0001389647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003685639,0.001478901,0.5235444,0.0000510423,0.004339055,0.0002655667,0.000405867,0.0002416604,0.004267554,0.03395833,0.06547149,0.3622905],"study_design_scores_gemma":[0.008500353,0.002399069,0.8455372,0.0003810726,0.0004956879,0.01914901,0.0004204038,0.001028129,0.0035935,0.01010553,0.1072229,0.001167177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8956453,0.04995202,0.005090216,0.04272471,0.0007907788,0.0002973525,0.00001174163,0.0002711855,0.005216728],"genre_scores_gemma":[0.9683123,0.02091173,0.0001427934,0.0009772349,0.0004337063,7.403068e-7,0.00004122689,0.00003517751,0.009145114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3611234,"threshold_uncertainty_score":0.9994113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225595089195223,"score_gpt":0.2595255964287768,"score_spread":0.2472696455368245,"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."}}