{"id":"W4392916160","doi":"10.3390/iot5010009","title":"Integration of Smart Cane with Social Media: Design of a New Step Counter Algorithm for Cane","year":2024,"lang":"en","type":"article","venue":"IoT","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cane; Computer science; Social media; Algorithm; Agricultural engineering; Engineering; World Wide Web; Biology; Food science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001691129,0.0001116429,0.0002228532,0.0000985385,0.00001402814,0.00001452408,0.00006628808,0.00007609758,0.0000218787],"category_scores_gemma":[0.00001414582,0.00009270673,0.00004382084,0.0001675711,0.00002609149,0.00004204785,0.000004553986,0.00008156915,0.000004948016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051718,"about_ca_system_score_gemma":0.0001448453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005434077,"about_ca_topic_score_gemma":0.001359924,"domain_scores_codex":[0.999344,0.00001691944,0.0002207383,0.000103985,0.0001722304,0.0001421335],"domain_scores_gemma":[0.9996442,0.0001332115,0.00002920043,0.00008750363,0.00007041181,0.00003551723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003990816,0.0001120083,0.0001266033,0.004174784,0.001456613,0.00007964676,0.03948369,0.01843534,0.1605982,0.001916468,0.2973204,0.4758972],"study_design_scores_gemma":[0.001918265,0.0006362365,0.0003104784,0.0009690512,0.0002212601,0.00002846545,0.001216212,0.8572639,0.1158008,0.0001496749,0.02096407,0.0005215438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01995522,0.0005173908,0.9772363,0.00006414828,0.001294703,0.000456642,0.0001473001,0.0001365748,0.0001917414],"genre_scores_gemma":[0.9768351,0.000004496513,0.02189147,0.000008715216,0.0007044374,0.00005509128,0.00003308347,0.00006625408,0.0004013449],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9568799,"threshold_uncertainty_score":0.3780471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001352608807617,"score_gpt":0.2311688651333334,"score_spread":0.2111553390452572,"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."}}