{"id":"W3015701520","doi":"10.2196/18295","title":"Consumer Preference of Products for the Prevention and Treatment of Stretch Marks: Systematic Product Search","year":2020,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Bee Products Chemical Analysis","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Product (mathematics); Preference; Ingredient; Advertising; Marketing; Business; Food science; Mathematics; Statistics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003584677,0.0004971519,0.002531666,0.008875968,0.0003315172,0.001011336,0.0007418314,0.0008206188,0.00613678],"category_scores_gemma":[0.01354105,0.0003382629,0.001468,0.00971591,0.0004424548,0.001732121,0.0008708519,0.0004378413,0.0007736226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007968025,"about_ca_system_score_gemma":0.00189167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002822782,"about_ca_topic_score_gemma":0.01241773,"domain_scores_codex":[0.9970087,0.0007064532,0.001231724,0.0002427913,0.0007149627,0.00009531194],"domain_scores_gemma":[0.9811198,0.01149251,0.005055327,0.0002420156,0.00181792,0.0002725909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002102173,0.0001226472,0.05925793,0.6995728,0.00361858,0.001327688,0.002146527,0.0001573537,0.002897029,0.0003214849,0.01701119,0.2114646],"study_design_scores_gemma":[0.001256985,0.00238095,0.3302051,0.4613721,0.02355517,0.009242586,0.006332351,0.001068397,0.002413051,0.001134473,0.1607921,0.0002467838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1483504,0.8133329,0.0008957567,0.001844053,0.0001983406,0.002524663,0.02521035,0.0001003573,0.007543185],"genre_scores_gemma":[0.3960686,0.5784197,0.005850436,0.002824239,0.0002430691,0.002685033,0.01057817,0.00005871777,0.003272006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008875968,"threshold_uncertainty_score":0.02052957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07862520086860485,"score_gpt":0.2704520979425978,"score_spread":0.1918268970739929,"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."}}