{"id":"W3215420900","doi":"10.1111/pere.12411","title":"Support seeking and support transactions with college students' romantic partners","year":2021,"lang":"en","type":"article","venue":"Personal Relationships","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Romance; Stressor; Social support; Student engagement; Social psychology; Developmental psychology; Medical education; Clinical psychology; Mathematics education; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003761965,0.0001871905,0.0001935916,0.0001282266,0.0006892638,0.00006367506,0.00009513951,0.0001872995,0.003089226],"category_scores_gemma":[0.00003180506,0.0001766145,0.00007676671,0.0004246811,0.0001508298,0.0001902407,0.00001660793,0.0005922067,0.0002687097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006748662,"about_ca_system_score_gemma":0.0001647496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008517768,"about_ca_topic_score_gemma":0.0001603291,"domain_scores_codex":[0.9983904,0.0002061713,0.0002815785,0.0004061827,0.000396049,0.0003196091],"domain_scores_gemma":[0.9990674,0.0003730447,0.00009048139,0.0002017174,0.00009792844,0.000169466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006393495,0.0002421631,0.9642811,0.0000186225,0.0003084707,0.0002346695,0.009376202,0.00005397577,0.00002001537,0.02418003,0.0008996805,0.0003211291],"study_design_scores_gemma":[0.001867968,0.0001744434,0.9663227,0.00003727783,0.0004547111,0.0008791963,0.01783557,0.001522457,0.000005127184,0.0005771265,0.009891818,0.0004315889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8567374,0.0003735778,0.05232121,0.003167142,0.0006802165,0.0005564941,0.0001484752,0.0002198106,0.08579572],"genre_scores_gemma":[0.93182,0.0000180889,0.0009885194,0.0001296436,0.00005658025,0.00005081965,0.0001437212,0.00003175098,0.0667609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07508263,"threshold_uncertainty_score":0.9978221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04563545233747463,"score_gpt":0.3863134630938832,"score_spread":0.3406780107564086,"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."}}