{"id":"W2898272590","doi":"10.1145/3242671.3242702","title":"Designing for Friendship","year":2018,"lang":"en","type":"article","venue":"","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Loneliness; Social capital; Friendship; Feeling; Social psychology; Psychology; Affect (linguistics); Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001256119,0.00003578497,0.00004920099,0.00002379117,0.0002657476,0.00004518507,0.00004933356,0.00001195874,0.006549708],"category_scores_gemma":[0.00002751529,0.00002624015,0.00001879125,0.00000638125,0.0001005095,0.00008441787,0.000004783047,0.00002081148,0.000477565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005386618,"about_ca_system_score_gemma":0.00002412307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007488388,"about_ca_topic_score_gemma":0.0006091021,"domain_scores_codex":[0.9996598,0.000004634979,0.00007695429,0.00006944221,0.00004335779,0.0001457603],"domain_scores_gemma":[0.9997454,0.00005447849,0.00001680792,0.00006372241,0.00007976046,0.00003978295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006858555,0.000005401138,0.0000924048,0.00001079073,0.000002340579,1.080888e-7,0.01409765,1.821018e-8,0.00005767939,0.9545819,0.02898905,0.002155781],"study_design_scores_gemma":[0.0001194046,0.0001816323,0.00003141814,0.000006982118,0.000003222373,1.946597e-7,0.002728777,0.00003792354,0.001406033,0.01630216,0.9791266,0.00005561741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03523411,0.00002370716,0.005498875,0.001006668,0.0008863066,0.0002195284,0.000005451745,0.0001056158,0.9570197],"genre_scores_gemma":[0.9767427,0.000001732863,0.003831894,0.004208129,0.003284116,0.00003704654,0.000003014592,0.000007710197,0.0118836],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9501376,"threshold_uncertainty_score":0.9943584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549371576946908,"score_gpt":0.3225195615685282,"score_spread":0.1675824038738374,"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."}}