{"id":"W4210934714","doi":"10.22215/timreview695","title":"Q&A. Do Technology Startups Need Product Managers?","year":2013,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Profitability index; Business; Product (mathematics); Focus (optics); New product development; Class (philosophy); Process management; Marketing; Computer science; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.007405604,0.0003164408,0.0006708459,0.001344473,0.001450387,0.004036484,0.0009467248,0.002982087,0.08383132],"category_scores_gemma":[0.04495862,0.0003238959,0.0004303499,0.001833445,0.001617852,0.006085847,0.001256088,0.001282747,0.03927203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002171964,"about_ca_system_score_gemma":0.007883167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00536677,"about_ca_topic_score_gemma":0.008983709,"domain_scores_codex":[0.9946884,0.00168202,0.0004761276,0.0003337886,0.00231625,0.0005034467],"domain_scores_gemma":[0.9415877,0.02010545,0.006577436,0.001716399,0.02613741,0.003875611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009206852,0.00005228525,0.004810106,0.00134288,0.00001157897,0.0001365865,0.0003020276,0.00007589647,0.0004229711,0.01060873,0.7231224,0.2590225],"study_design_scores_gemma":[0.00008808809,0.0001735627,0.01693319,0.0008373098,0.00001905602,0.0003892419,0.001190162,0.0002816685,0.0005170623,0.007567357,0.9719772,0.00002612762],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01793932,0.04495623,0.007803866,0.423358,0.01005499,0.001364541,0.003721083,0.0005235284,0.4902784],"genre_scores_gemma":[0.28171,0.05864858,0.01611523,0.1143943,0.01148538,0.001782721,0.00368762,0.0002538703,0.5119225],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.08383132,"threshold_uncertainty_score":0.2804437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371229408519199,"score_gpt":0.2581743594731518,"score_spread":0.2344620653879598,"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."}}