{"id":"W7135159032","doi":"","title":"Collaboration Dynamics in Constructive Physicalization of Shared Personal Data","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Constructive; Dynamics (music); Context (archaeology); Field (mathematics); Key (lock)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007249886,0.0003210305,0.000403444,0.001314828,0.003556349,0.006979575,0.001262,0.001304551,0.00736425],"category_scores_gemma":[0.05105079,0.0004668517,0.0005262177,0.001190443,0.005654656,0.007393297,0.007809856,0.001296575,0.0004422939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001594657,"about_ca_system_score_gemma":0.002207035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654152,"about_ca_topic_score_gemma":0.001276917,"domain_scores_codex":[0.9878026,0.008479154,0.0003259193,0.001057235,0.001578711,0.0007564097],"domain_scores_gemma":[0.9490975,0.03558889,0.005412022,0.004400541,0.002421026,0.003080014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001223851,0.0005264913,0.04800451,0.0007658807,0.0002120275,0.001879634,0.350756,0.01134161,0.02309257,0.4507346,0.002936585,0.1085263],"study_design_scores_gemma":[0.0002333744,0.001005165,0.06424791,0.0005346632,0.0001699855,0.002008548,0.2591877,0.08952453,0.01024148,0.527056,0.04558372,0.0002069698],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8177159,0.0003714149,0.1176536,0.002377416,0.00008096385,0.0001700611,0.00007774249,0.0002004568,0.06135239],"genre_scores_gemma":[0.9949442,0.00003243278,0.004051786,0.00002284843,0.000010057,0.00003607547,0.00001867098,0.00001765158,0.0008662862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00736425,"threshold_uncertainty_score":0.03834152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07165379624626778,"score_gpt":0.3545365071227558,"score_spread":0.282882710876488,"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."}}