{"id":"W4386206677","doi":"10.2139/ssrn.4546277","title":"Design and Evaluation of New Product Category Recommendations: Evidence from a Randomized Field Experiment","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Randomized controlled trial; Field (mathematics); Psychology; Medicine; Mathematics; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05932203,0.002393009,0.003300521,0.001347306,0.002359078,0.003756279,0.004258243,0.008008254,0.01317653],"category_scores_gemma":[0.1944874,0.002764267,0.002227687,0.0008961565,0.003783624,0.00411514,0.001240457,0.005141187,0.002938913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00266464,"about_ca_system_score_gemma":0.005746655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0033049,"about_ca_topic_score_gemma":0.002377724,"domain_scores_codex":[0.915568,0.0609308,0.006503472,0.007379354,0.007841027,0.001777372],"domain_scores_gemma":[0.6183189,0.3225622,0.02593261,0.01744393,0.009124122,0.006618256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6621066,0.2496173,0.005498534,0.002011996,0.001430179,0.0001403954,0.001531721,0.002737117,0.004391659,0.001605626,0.001955162,0.06697378],"study_design_scores_gemma":[0.5270091,0.4376883,0.01148815,0.000439635,0.001993584,0.00009927486,0.0004818638,0.008560942,0.003831715,0.004794659,0.003370858,0.0002419371],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379877,0.0009415937,0.009715253,0.0008654033,0.001335373,0.04177502,0.0006103039,0.0003979543,0.006371382],"genre_scores_gemma":[0.8984842,0.000898126,0.03488731,0.001867253,0.0007964498,0.05544076,0.0006294797,0.0001445884,0.006851803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05932203,"threshold_uncertainty_score":0.3137286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07537755243591103,"score_gpt":0.3256266300469851,"score_spread":0.250249077611074,"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."}}