{"id":"W4400404796","doi":"10.15353/joci.v20i1.5713","title":"Review Essay: Get Smart?!","year":2024,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002266774,0.0009574814,0.00174982,0.00250495,0.001220519,0.005025385,0.001697062,0.005277025,0.01693464],"category_scores_gemma":[0.01619314,0.0004466371,0.0008960274,0.002908203,0.001609673,0.004109104,0.001999499,0.005472115,0.01527792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001912863,"about_ca_system_score_gemma":0.00433943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001780395,"about_ca_topic_score_gemma":0.003486491,"domain_scores_codex":[0.9981912,0.0004027185,0.0002225585,0.0002642609,0.0007790577,0.0001402318],"domain_scores_gemma":[0.9894442,0.003597095,0.0009638225,0.0002417181,0.004834563,0.000918619],"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":[0.00001288538,0.000006616379,0.00003504022,0.001812662,0.00001641698,0.0000381199,0.00003922178,0.00001846557,0.00007047322,0.0006124414,0.9653811,0.0319566],"study_design_scores_gemma":[0.000009280504,0.0000214573,0.0001837634,0.002980911,0.00003408779,0.0002545418,0.0001126314,0.00001312781,0.00004789239,0.000603419,0.9957256,0.00001327633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001502066,0.6556849,0.0003057669,0.1320587,0.2033624,0.00005274944,0.0002763665,0.00004921692,0.008059628],"genre_scores_gemma":[0.002230898,0.6387069,0.0003402311,0.1626753,0.1698625,0.0001452945,0.0004220992,0.00005453503,0.02556232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01693464,"threshold_uncertainty_score":0.05665201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723155305412179,"score_gpt":0.2570751948367786,"score_spread":0.2298436417826568,"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."}}