{"id":"W4415303361","doi":"10.1002/pra2.1479","title":"What Are They Talking About? Exploring Doctoral Student Interactions in Unstructured Environments","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Face (sociological concept); Information seeking; Information sharing; Unstructured data; Social relation; Information access; Information needs","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":[0.008579177,0.0003992483,0.0004950773,0.001393518,0.005974208,0.007663854,0.0009967359,0.001897181,0.002591878],"category_scores_gemma":[0.02695766,0.0003742891,0.0003470186,0.0008513234,0.003859642,0.004483255,0.007406936,0.002513434,0.0006568343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544658,"about_ca_system_score_gemma":0.002500251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001633612,"about_ca_topic_score_gemma":0.002832993,"domain_scores_codex":[0.9859432,0.0114531,0.0003834754,0.000552728,0.0008027376,0.0008647057],"domain_scores_gemma":[0.9771703,0.01616873,0.002302205,0.000489643,0.001188062,0.002681155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005813723,0.00007012983,0.008646872,0.0001255713,0.0000113303,0.0006432023,0.9779996,0.00005928054,0.0009929698,0.001219693,0.0008347295,0.009338372],"study_design_scores_gemma":[0.000004919148,0.00005880746,0.003318127,0.0001098489,0.000005371329,0.0002746499,0.9852428,0.0001294085,0.000260001,0.0006499861,0.009926547,0.00001950411],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845214,0.0006997108,0.002835253,0.002486448,0.00008986148,0.00008335475,0.00006840371,0.00002650812,0.009188933],"genre_scores_gemma":[0.9956,0.0005730746,0.001195126,0.0005078733,0.000034318,0.00007103183,0.00004173444,0.00001376954,0.001963142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008579177,"threshold_uncertainty_score":0.04537159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09142432819212001,"score_gpt":0.4498503337844729,"score_spread":0.3584260055923529,"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."}}