{"id":"W4224984762","doi":"10.3390/jrfm15050202","title":"Risk Management of Startups of Innovative Products","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Business and Economic Development","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promotion (chess); Business; Process management; Process (computing); CLARITY; New product development; Product (mathematics); Industrial organization; Marketing; Computer 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":[0.000887377,0.00009315915,0.0002310665,0.0001091681,0.0001216001,0.000006175794,0.0001923047,0.00001290209,0.00029461],"category_scores_gemma":[0.00001287306,0.00008338435,0.00003856392,0.0004680765,0.00007736666,0.0001094187,0.0005592663,0.0001337645,0.000003480229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009942458,"about_ca_system_score_gemma":0.0000114152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007195492,"about_ca_topic_score_gemma":0.000004974071,"domain_scores_codex":[0.9988632,0.00003885419,0.0005320495,0.0001462856,0.000286536,0.0001331382],"domain_scores_gemma":[0.9989893,0.00001101397,0.0008153651,0.000126014,0.00002939473,0.0000288864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003098922,0.0004153739,0.1653433,0.0001528346,0.0001240504,0.00006226508,0.001537224,0.005282842,0.00003326923,0.003854227,0.00484919,0.8180356],"study_design_scores_gemma":[0.0008363777,0.0001933505,0.862782,0.00003045253,0.00006448277,0.000005469318,0.001098958,0.00002560133,0.0001444005,0.002771063,0.1319332,0.0001146884],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926034,0.0002139276,0.002505428,0.00007250939,0.0003712979,0.0002128174,0.00002372366,0.000002314971,0.003994591],"genre_scores_gemma":[0.9885013,0.002189018,0.008984664,0.000031694,0.00002185496,0.000008198976,0.000001150856,0.000006156385,0.0002559725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8179209,"threshold_uncertainty_score":0.3400315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005684718763484074,"score_gpt":0.1753839303466317,"score_spread":0.1696992115831476,"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."}}