{"id":"W4399835630","doi":"10.2139/ssrn.4838484","title":"Giveaway Strategies for a New Technology Product","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Product (mathematics); Engineering; Mathematics; Geometry","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":[0.000815101,0.0001069552,0.0001072238,0.0003974478,0.0001757587,0.0005232727,0.0001706207,0.00004843345,0.00009253503],"category_scores_gemma":[0.00002890169,0.00009302619,0.00005886813,0.0003411685,0.00002295822,0.0007489159,0.00002904329,0.0005866142,0.0002313022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003438909,"about_ca_system_score_gemma":0.002580923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002306564,"about_ca_topic_score_gemma":0.0001380249,"domain_scores_codex":[0.9985778,0.000001682354,0.0002172639,0.0001728815,0.00007364004,0.0009567327],"domain_scores_gemma":[0.9997417,0.000007322217,0.00007563797,0.00007147811,0.000098254,0.000005615966],"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":[0.000007762686,0.000007232612,0.000106151,0.0000253979,0.00007520001,0.000001138991,0.0000485378,0.000006376275,0.00008553849,0.8836133,0.009695337,0.106328],"study_design_scores_gemma":[0.0001714618,0.00000967705,0.0000245364,0.0000126915,0.00001172405,0.00002674096,0.00209668,0.0001588479,0.00001211302,0.5805108,0.4168777,0.00008702347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3364415,0.0130979,0.3799697,0.1914638,0.008897617,0.00168041,0.000002635704,0.001575323,0.06687112],"genre_scores_gemma":[0.978359,0.0001727532,0.0006523341,0.0008934652,0.003472411,0.0000203547,0.000008292464,0.00003295092,0.01638847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6419175,"threshold_uncertainty_score":0.5045931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068425752117303,"score_gpt":0.2378614626209993,"score_spread":0.2271772050998263,"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."}}