{"id":"W4407264812","doi":"10.29173/cais1976","title":"Connections and Collaborations","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Computer science","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":[0.01048371,0.0006920053,0.0006530561,0.006153665,0.01888759,0.01620986,0.002194895,0.003284993,0.01997459],"category_scores_gemma":[0.02796333,0.0005083951,0.0006190302,0.00472493,0.03293537,0.0198189,0.02864901,0.004361338,0.002292338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004690234,"about_ca_system_score_gemma":0.006138717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004638855,"about_ca_topic_score_gemma":0.004443538,"domain_scores_codex":[0.9681648,0.02105269,0.0009984779,0.002963611,0.003423637,0.003396787],"domain_scores_gemma":[0.9721542,0.01042304,0.004181262,0.001995155,0.002507227,0.008739046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004724229,0.00007352472,0.007776218,0.0002894374,0.00004759465,0.001056182,0.411392,0.0001947392,0.0003723716,0.5329231,0.006956927,0.03887061],"study_design_scores_gemma":[0.00003415021,0.0001090774,0.006240296,0.0008433734,0.00003719605,0.001007066,0.3389053,0.0002518423,0.0001570473,0.3165347,0.3358161,0.0000638042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1915466,0.008323365,0.01947143,0.02714288,0.0009665156,0.0003259035,0.0002159768,0.0002069462,0.7518004],"genre_scores_gemma":[0.9750991,0.002481895,0.002152097,0.0009444914,0.000163307,0.0002096972,0.00009209556,0.00006609613,0.01879122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01997459,"threshold_uncertainty_score":0.06682163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106687539477748,"score_gpt":0.320403281243194,"score_spread":0.2893364058484165,"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."}}