{"id":"W3012071679","doi":"10.2218/himalaya.2019.7861","title":"American Association of Geographers Annual Meeting","year":2020,"lang":"en","type":"article","venue":"HIMALAYA","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Association (psychology); Geography; Library science; History; Regional science; Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006391716,0.00005509234,0.0001583774,0.00005477689,0.0002287246,0.00001671237,0.000117174,0.00003374635,0.00003715633],"category_scores_gemma":[0.0005646445,0.00005707412,0.00007722015,0.0007776153,0.0002049468,0.0001789465,0.00003006118,0.00005784999,0.00003871688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003624838,"about_ca_system_score_gemma":0.0000330169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002673929,"about_ca_topic_score_gemma":0.0004444731,"domain_scores_codex":[0.9989252,0.00009600818,0.0002407213,0.00008380129,0.0004530948,0.0002011383],"domain_scores_gemma":[0.9991097,0.0001092428,0.0003895058,0.00004892206,0.0002738956,0.00006873185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005295339,0.000006911754,0.8690404,0.00001393665,0.00004960244,2.670673e-7,0.1196967,0.00002003274,0.00003021439,0.003456572,0.005906236,0.001773867],"study_design_scores_gemma":[0.0003452655,0.0001095345,0.2782556,0.00002612086,0.00003486863,1.129825e-7,0.3933247,0.00005215769,0.00007212644,0.00008188876,0.3274687,0.0002288648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8054933,0.00007796909,0.00006628083,0.01041383,0.0002145187,0.0002287679,0.00002785042,0.0001575075,0.18332],"genre_scores_gemma":[0.9989935,0.00004229421,0.0002855602,0.0003745863,0.0001212274,0.000007046177,0.000001598797,0.000003706175,0.0001705202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5907848,"threshold_uncertainty_score":0.4042199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199266283572927,"score_gpt":0.2617898588598079,"score_spread":0.2497971960240787,"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."}}