{"id":"W1597090374","doi":"10.37119/ojs2009.v15i2.58","title":"A Review of Digital Habitats: Stewarding Technology for Communities","year":2013,"lang":"en","type":"review","venue":"in education","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Habitat; Geography; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007134954,0.0001646071,0.0007453713,0.0004369667,0.00001447979,0.00001823847,0.0002797703,0.0002154864,0.000008974756],"category_scores_gemma":[0.0001220454,0.0001495125,0.0001246132,0.0003348307,0.00005687107,0.0001078979,0.00004310418,0.000189342,0.00001020678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252432,"about_ca_system_score_gemma":0.0001007773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000132056,"about_ca_topic_score_gemma":0.000004648723,"domain_scores_codex":[0.9993259,0.000008780667,0.0004268939,0.00007048104,0.00003715333,0.0001307449],"domain_scores_gemma":[0.9993277,0.0001588532,0.0001069893,0.0003366793,0.00006101417,0.00000873056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[4.124318e-8,0.00001156427,0.000005990079,0.1637187,0.00001828219,1.729553e-8,0.00002295255,5.323695e-7,2.768899e-8,0.0005845467,0.006142415,0.8294949],"study_design_scores_gemma":[0.00001663954,0.00001207939,2.731807e-7,0.1389128,0.00004984615,0.000005292,0.001068955,0.000004672812,0.000001070502,0.0010253,0.8587882,0.0001148309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002477352,0.997354,0.00004607044,0.00004892756,0.0005183746,0.0009478724,0.00003595566,0.000199798,0.0008241681],"genre_scores_gemma":[0.00005214427,0.9971649,0.0007324765,0.000006934862,0.00003777983,0.001780604,0.00015093,0.00003487024,0.00003937874],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8526458,"threshold_uncertainty_score":0.6096944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04851174760822285,"score_gpt":0.3219619901248172,"score_spread":0.2734502425165944,"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."}}